SlideShare una empresa de Scribd logo
1 de 7
Descargar para leer sin conexión
Molecular Systems Biology 7; Article number 528; doi:10.1038/msb.2011.58
Citation: Molecular Systems Biology 7:528
& 2011 EMBO and Macmillan Publishers Limited All rights reserved 1744-4292/11
www.molecularsystemsbiology.com


The essential genome of a bacterium
Beat Christen1,5, Eduardo Abeliuk1,2,5, John M Collier3, Virginia S Kalogeraki1, Ben Passarelli3,4, John A Coller3, Michael J Fero1,
Harley H McAdams1 and Lucy Shapiro1,*
1
  Department of Developmental Biology, Stanford University, Stanford, CA, USA, 2 Department of Electrical Engineering, Stanford University, Stanford, CA, USA,
3
  Functional Genomics Facility, Stanford University, Stanford, CA, USA and 4 Stem Cell Institute Genome Center, Stanford University, Stanford, CA, USA
5
  These authors contributed equally to this work
* Corresponding author. Department of Developmental Biology, Stanford University, B300 Beckman Center, Stanford, CA 94305, USA. Tel.: þ 1 650 725 7678;
Fax: þ 1 650 725 7739; E-mail: shapiro@stanford.edu

Received 1.6.11; accepted 13.7.11




                Caulobacter crescentus is a model organism for the integrated circuitry that runs a bacterial cell
                cycle. Full discovery of its essential genome, including non-coding, regulatory and coding elements,
                is a prerequisite for understanding the complete regulatory network of a bacterial cell. Using hyper-
                saturated transposon mutagenesis coupled with high-throughput sequencing, we determined the
                essential Caulobacter genome at 8 bp resolution, including 1012 essential genome features:
                480 ORFs, 402 regulatory sequences and 130 non-coding elements, including 90 intergenic
                segments of unknown function. The essential transcriptional circuitry for growth on rich media
                includes 10 transcription factors, 2 RNA polymerase sigma factors and 1 anti-sigma factor.
                We identified all essential promoter elements for the cell cycle-regulated genes. The essential
                elements are preferentially positioned near the origin and terminus of the chromosome. The high-
                resolution strategy used here is applicable to high-throughput, full genome essentiality studies and
                large-scale genetic perturbation experiments in a broad class of bacterial species.
                Molecular Systems Biology 7: 528; published online 30 August 2011; doi:10.1038/msb.2011.58
                Subject Categories: functional genomics; microbiology & pathogens
                Keywords: functional genomics; next-generation sequencing; systems biology; transposon mutagenesis


Introduction                                                                      accurate identification of the entire essential genome of any
                                                                                  bacterial species at a resolution of a few base pairs.
In addition to protein-coding sequences, the essential genome
of any organism contains essential structural elements, non-
coding RNAs and regulatory sequences. We have identified the
Caulobacter crescentus essential genome to 8 bp resolution                        Results and discussion
by performing ultrahigh-resolution transposon mutagenesis                         We engineered a Tn5 derivative transposon (Tn5Pxyl) that
followed by high-throughput DNA sequencing to determine                           carries at one end an inducible outward pointing Pxyl
the transposon insertion sites. A notable feature of C.                           promoter (Christen et al, 2010; Supplementary Figure 1A;
crescentus is that the regulatory events that control polar                       Materials and methods). Thus, the Tn5Pxyl element can
differentiation and cell-cycle progression are highly integrated,                 activate or disrupt transcription at any site of integration,
and they occur in a temporally restricted order (McAdams and                      depending on the insertion orientation. About 8 Â105 viable
Shapiro, 2011). Many components of the core regulatory circuit                    Tn5Pxyl transposon insertion mutants capable of colony
have been identified and simulation of the circuitry has been                      formation on rich media (PYE) plates were pooled. Next,
reported (Shen et al, 2008). The identification of all essential                   DNA from hundred of thousands of transposon insertion sites
DNA elements is essential for a complete understanding of the                     reading outwards into flanking genomic regions was parallel
regulatory networks that run a bacterial cell.                                    PCR amplified and sequenced by Illumina paired-end sequen-
   Essential protein-coding sequences have been reported for                      cing (Figure 1; Supplementary Figure 1B; Materials and
several bacterial species using relatively low-throughput                         methods). A single sequencing run yielded 118 million
transposon mutagenesis (Hutchison et al, 1999; Jacobs et al,                      raw sequencing reads. Of these, 490 million (480%) read
2003; Glass et al, 2006) and in-frame deletion libraries                          outward from the transposon element into adjacent genomic
(Kobayashi et al, 2003; Baba et al, 2006). Two recent studies                     DNA regions (Supplementary Figure 1C) and were subse-
used high-throughput transposon mutagenesis for fitness and                        quently mapped to the 4-Mbp genome, allowing us to
genetic interaction analysis (Langridge et al, 2009; van                          determine the location and orientation of 428 735 independent
Opijnen et al, 2009). Here, we have reliably identified all                        transposon insertions with base-pair accuracy (Figure 2A;
essential coding and non-coding chromosomal elements,                             Materials and methods).
using a hyper-saturated transposon mutagenesis strategy that                         Eighty percent of the genome sequence showed an ultrahigh
is scalable and can be extended to obtain rapid and highly                        density of transposon hits; an average of one insertion event

& 2011 EMBO and Macmillan Publishers Limited                                                                                  Molecular Systems Biology 2011 1
The essential genome of a bacterium
B Christen et al




                                                                                    elements within the origin region of the chromosome.
                                                                                    Although 90 additional non-disruptable small genome
Hyper-saturated          Tn5 mutant pool            PCR     Illumina flow-cell      elements were identified (Supplementary Data-DT1), they
transposon mutagenesis
                                                                                    cannot be explained within the context of the current genome
                                                                                    annotation. Eighteen of these are conserved in at least one
                                                                                    closely related species. Only two could encode a protein
                                                              IS
Growth selection on                                                                 of over 50 amino acids.
PYE plates
                                                           Illumina sequencing of
                                           IS Tn5   IS
                                                                Tn5 junctions
                                                                                    Essential protein-coding sequences
                                                    IS
                                                                                    For each of the 3876 annotated open reading frames (ORFs),
                            Parallel PCR
                            amplifyTn5 junctions                                    we analyzed the distribution, orientation and genetic context
Figure 1 Genomic high-resolution transposon scanning strategy. Insertion
                                                                                    of transposon insertions. We identified the boundaries of the
mutants are pooled to generate a hyper-saturated Tn5 mutant library.                essential protein-coding sequences and calculated a statisti-
Subsequent parallel amplification of individual transposon junctions by a nested     cally robust metric for ORF essentiality (Materials and
arbitrary PCR yields DNA fragments reading out of transposon elements into          methods; Supplementary Data-DT2). There are 480 essential
adjacent genomic DNA sequences. DNA fragments carry terminal adapters               ORFs and 3240 non-essential ORFs. In addition, there were
(orange, blue) compatible to the Illumina flow-cell and are sequenced in parallel
by standard paired-end sequencing.                                                  156 ORFs that severely impacted fitness when mutated,
                                                                                    as evidenced by a low number of disruptive transposon
                                                                                    insertions (Supplementary methods). Figure 2E shows the
every 7.65 bp. The largest gap detectable between consecutive                       distribution of transposon hits for a subregion of the genome
insertions was o50 bp (Supplementary Figure 2). Within the                          encoding essential and non-essential ORFs. Genome-wide
remaining 20% of the genome, chromosomal regions of up to                           transposon insertion frequencies for the annotated Caulobac-
6 kb in length tolerated no transposon insertions.                                  ter ORFs are shown in Figure 2F. In all, 145/480 essential ORFs
                                                                                    lacked transposon insertions across the entire coding region,
                                                                                    suggesting that the full length of the encoded protein up to the
Essential non-coding sequences                                                      last amino acid is essential. The 8-bp resolution allowed a
Within non-coding sequences of the Caulobacter genome, we                           dissection of the essential and non-essential regions of the
detected 130 small non-disruptable DNA segments between                             coding sequences. Sixty ORFs had transposon insertions
90 and 393 bp long (Materials and methods; Supplementary                            within a significant portion of their 30 region but lacked
Data-DT1). (Tables in the Excel file of Supplementary Data are                       insertions in the essential 50 coding region, allowing the
designated DT1, DT2 and so on.) Owing to the uniform                                identification of non-essential protein segments. For example,
distribution of transposition across the genome (Materials and                      transposon insertions in the essential cell-cycle regulatory
methods), such non-disruptable DNA regions are highly                               gene divL, a tyrosine kinase, showed that the last 204
unlikely (Supplementary Figure 2). Among 27 previously                              C-terminal amino acids did not impact viability (Figure 2G),
identified and validated sRNAs (Landt et al, 2008), three                            confirming previous reports that the C-terminal ATPase
(annotated as R0014, R0018 and R0074 in Landt et al, 2008)                          domain of DivL is dispensable for viability (Reisinger et al,
were contained within non-disruptable DNA segments while                            2007; Iniesta et al, 2010). Our results show that the entire
another three (R0005, R0019 and R0025) were partially                               C-terminal ATPase domain, as well as the majority of the
disruptable. Figure 2B shows one of the three (Supplementary                        adjacent kinase domain, is non-essential while the N-terminal
Data-DT1) non-disruptable sRNA elements, R0014, that is                             region including the first 25 amino acids of the kinase domain
upregulated upon entry into stationary phase (Landt et al,                          contain essential DivL functions.
2008). Two additional small RNAs found to be essential are the                         Conversely, we found 30 essential ORFs that tolerated
transfer-messenger RNA (tmRNA) and the ribozyme RNAseP                              disruptive transposon insertions within the 50 region while
(Landt et al, 2008). In addition to the 8 non-disruptable sRNAs,                    no insertion events were tolerated further downstream
29 out of the 130 essential non-coding sequences contained                          (Supplementary Table 1). One such example, the essential
non-redundant tRNA genes (Figure 2C); duplicated tRNA                               histidine phosphotransferase gene chpT (Biondi et al, 2006),
genes were found to be non-essential. We identified two                              had 12 transposon insertions near the beginning of the
non-disruptable DNA segments within the chromosomal                                 annotated ORF (Figure 2H). These transposon insertions
origin of replication (Figure 2D). A 173-bp long essential                          would prevent the production of a functional protein and
region contains three binding sites for the replication repressor                   should not be detectable within chpT or any essential ORF
CtrA, as well as additional sequences that are essential for                        unless the translational start site is mis-annotated. Using LacZ-
chromosome replication and initiation control (Marczynski                           reporter assays (Supplementary methods), we found that the
et al, 1995). A second 125 bp long essential DNA segment                            promoter element as well as the translational start site of chpT
contains a binding motif for the replication initiator protein                      was located downstream of the annotated start codon
DnaA. Surprisingly, between these non-disruptable origin                            (Figure 2H). Cumulatively, 46% of all essential ORFs
segments there were multiple transposon hits suggesting that                        (30 out of 480) appear to be shorter than the annotated
the Caulobacter origin is modular with possible DNA looping                         ORF (Supplementary Table 1), suggesting that these are
compensating for large insertion sequences. Thus, we resolved                       probably mis-annotated, as well. Thus, 145 ORFs showed
essential non-coding RNAs, tRNAs and essential replication                          all regions were essential, 60 ORFs showed non-essential

2 Molecular Systems Biology 2011                                                                              & 2011 EMBO and Macmillan Publishers Limited
The essential genome of a bacterium
                                                                                                                                                                                                                                    B Christen et al




                                                           i q u e T n 5 in
    A                                                 5 un                                   B                                                             74 bp small RNA      C                            75 bp tRNA-Thr




                                                                                                                                   Probe cross
                                                                            se




                                                                                                                                   -correlation
                                                 73                              r ti
                                           28                                           o
                                       4




                                                                                        ns
                                                                                                                                                  sRNA
                                                    Caulobacter
                                                   genome: 4 Mbp
                                                                                                                     CCNA 0778                             CCNA 0779                                         CCNA 2436             CCNA 2437




                                                                                             Essentiality




                                                                                                                                                                                Essentiality
                                                                                                            10–8




                                                                                              (P -value)




                                                                                                                                                                                 (P-value)
                                                                                                                                                                250 bp                                10–8                           250 bp
                                                                                                            10–6                                                                                      10–6
                                                                                                            10–4                                                                                      10–4
                                                                                                            10–2                                                                                      10–2
                                                             Cori
                                                                                                                                    839 750     840 250                                                           2 577 500     2 578 000
                                                                                                                                      Genome coordinates (bp)                                                    Genome coordinates (bp)
    D                                  Origin of replication                                                 E


                                                 173 bp 125 bp                                                                                             ftsZ ftsA ftsQ ddl            murB murC                            murG ftsW


                                                                                                                                  10–80                                                                                             2500 bp
                                                                                                                   Essentiality
                                                                                                                    (P -value)




                      hemE                                              CCNA 0001
                                                                                                                                  10–60
                                                                                                                                  10–40
        Essentiality




                                        10–8
         (P -value)




                                                                                  250 bp
                                        10–6                                                                                      10–20
                                        10–4
                                        10–2
                                                                                                                                                                       Genome coordinates (bp)
                                                         0     250     500
                                                      Genome coordinates (bp)
                                                                                                             G                                                                  H                   Mis-annotated start              250 bp
                                                                                                                            Essential protein domains
    F                                                                                                                                                          1000 bp
                                                 3240 Non-essential
                                                                                                                                                                                                                          chpT
            Number of Tn5 insertions




                                                 ORFs
                                       400
                                                                                                                                                  divL
                                                                                                                                                                                                             Real start
                                                                                                                                                                                Promoter activity



                                       300
                                                                                                                                                                                                    800
                                       200
                                                                       156 High-fitness
                                                                                                                                  ALA_Rich           PAS    HK ATPase                               400
                                                                       ORFs
                                                                                                                                                                                                      0
                                       100                                                                                                                                                            –200      –150      –100    –50        ATG
                                                                          480 Essential
                                                                          ORFs                                               Essential part of DivL (565 AA)                                                 Length of promoter probe (bp)
                                         0
                                             0         1000 2000 3000 4000
                                                          ORF length (bp)

Figure 2 Identification of essential genome features. (A) 28 735 unique Tn5 insertions sites (red) were mapped onto the 4-Mbp Caulobacter genome that encodes
3876 annotated ORFs shown in the inner (minus strand) and middle (plus strand) tracks by black lines. (B) An 192-bp essential genome segment (no Tn5 insertions)
contains a stationary phase expressed non-coding sRNA (Landt et al, 2008). The rectangular heat map above shows the micro-array probe cross-correlation pattern of
the sRNA (Landt et al, 2008). The locations of transposon insertions (red marks) are shown above the genome track. P-values for essentiality for the different gap sizes
observed are below. (C) A small non-disruptable segment containing an essential tRNA. (D) Two non-disruptable genome regions include two regulatory sequences
required for chromosome replication. (E) Locations of mapped transposon insertion sites (red marks) on a segment of the Caulobacter genome. Non-essential ORFs
(blue) have dense Tn5 transposon insertions, while large non-disruptable genome regions contain essential ORFs (light red). For every non-disruptable genome region,
a P-value for gene essentiality is calculated assuming uniform distributed Tn5 insertion frequency and neutral fitness costs. (F) For each of the 3876 Caulobacter ORFs,
the number of Tn5 insertions is plotted against the corresponding ORF length. Non-essential ORFs (blue), fitness relevant ORFs (Supplementary information) (green)
and essential ORFs (red) have different transposon insertion frequencies. (G) The essential cell-cycle gene divL had multiple transposon insertions within the 30 tail. This
dispensable region encodes parts of the histidine kinase domain as well as an ATPase domain that is non-essential. (H) One of the ORFs with mis-annotated start site.
The essential cell-cycle gene chpT tolerates disruptive Tn5 insertions in the 50 region of the mis-annotated ORF. The native promoter element and TSS are located
downstream of the mis-annotated start codon as confirmed by lacZ promoter activity assays.



C-termini and the start of 30 ORFs were mis-annotated. The                                                                                          proteins are of unknown function (Table I; Supplementary
remaining 245 ORFs tolerated occasional insertions within a                                                                                         Table 2). We attempted to delete 11 of the genes encoding
few amino acids of the ORF boundaries (Supplementary Figure                                                                                         essential hypothetical proteins and recovered no in-frame
3; Materials and methods).                                                                                                                          deletions, confirming that these proteins are indeed essential
   The majority of the essential ORFs have annotated                                                                                                (Supplementary Table 3).
functions. They participate in diverse core cellular processes                                                                                         Among the 480 essential ORFs, there were 10 essential
such as ribosome biogenesis, energy conversion, metabolism,                                                                                         transcriptional regulatory proteins (Supplementary Table 4),
cell division and cell-cycle control. Forty-nine of the essential                                                                                   including the cell-cycle regulators ctrA, gcrA, ccrM, sciP and

& 2011 EMBO and Macmillan Publishers Limited                                                                                                                                                                       Molecular Systems Biology 2011 3
The essential genome of a bacterium
B Christen et al




Table I The essential Caulobacter genome                                   essential operon is the transcript encoding ATPase synthase
                                                                           components (Figure 3B). Altogether, the 480 essential protein-
                                           Quantity Size     Fraction of
                                                    (bp)      genome
                                                                           coding and 37 essential RNA-coding Caulobacter genes are
                                                                (%)a       organized into operons such that 402 individual promoter
                                                                           regions are sufficient to regulate their expression (Table I).
Essential non-coding elements                130    14 991      0.37       Of these 402 essential promoters, the transcription start sites
  Non-coding elements, unknown                91    10 893      0.27
  function                                                                 (TSSs) of 105 were previously identified (McGrath et al, 2007).
  tRNAs                                       29     2312       0.06         We found that 79/105 essential promoter regions extended
  Small non-coding RNAs                        8     1488       0.04       on average 53 bp upstream beyond previously identified TSS
  Genome replication elements in               2      298       0.01
  the Cori                                                                 (Figure 3C; McGrath et al, 2007). These essential control
                                                                           elements accommodate binding sites for transcription factors
Essential ORFs                               480   444 417      11.00      and RNA polymerase sigma factors (Supplementary Table 5).
  Metabolism                                 176   160 011       3.96      Of the 402 essential promoter regions, 26 mapped downstream
  Ribosome function                           95    76 420       1.89
  Cell wall & membrane biogenesis             54    63 393       1.57      of the predicted TSS. To determine if these contained an
  Proteins of unknown function                49    30 469       0.75      additional TSS, we fused the newly identified promoter regions
  Cell cycle, division and DNA                43    52 322       1.29      with lacZ and found that 24 contained an additional TSS
  replication
  Other cellular processes                    39    36 017      0.89       (Supplementary Table 6). Therefore, 24 genes contain at least 2
  Transcription                               15    16 417      0.41       TSS and only the downstream site was found to be essential
  Signal transduction                          9     9368       0.23       during growth on rich media. The upstream TSS may be
Essential promoter regions                   402    33 533      0.83
                                                                           required under alternative growth conditions.
  Contained within intergenic                210    13150       0.33
  sequences
  Extending into upstream ORFs               101    11 428      0.28
  Driving operons                             91     8955       0.22       Cell cycle-regulated essential genes
Essential Caulobacter genome                       492 941     12.19       Of the essential ORFs, 84 have a cell cycle-dependent
                                                                           transcription pattern (McGrath et al, 2007; Supplementary
The identified essential non-coding, protein-coding and regulatory genome   Data-DT5). The cell cycle-regulated essential genes had
features are shown.
a
 Fraction of the entire Caulobacter genome encoding essential elements.
                                                                           statistically significant longer promoter regions compared
                                                                           with non-cell cycle-regulated genes (median length 87 versus
                                                                           41 bp, Mann–Whitney test, P-value 0.0018). The genes with
                                                                           longer promoter regions generally have more complex
dnaA (McAdams and Shapiro, 2003; Holtzendorff et al, 2004;                 transcriptional control. Among these are key genes that are
Collier and Shapiro, 2007; Gora et al, 2010; Tan et al, 2010), plus        critical for the commitment to energy requirements and
5 uncharacterized putative transcription factors. We surmise               regulatory controls for cell-cycle progression. For example,
that these five uncharacterized transcription factors either                the cell-cycle master regulators ctrA, dnaA and gcrA (Collier
comprise transcriptional activators of essential genes or                  et al, 2006) ranked among the genes with the longest essential
repressed genes that would move the cell out of its replicative            promoter regions (Figure 3D and E; Supplementary Data-DT5).
state. In addition, two RNA polymerase sigma factors RpoH                  Other essential cell cycle-regulated genes with exceptionally
and RpoD, as well as the anti-sigma factor ChrR, which                     long essential promoters included ribosomal genes, gyrB
mitigates rpoE-dependent stress response under physiological               encoding DNA gyrase and the ftsZ cell-division gene
growth conditions (Lourenco and Gomes, 2009), were also                    (Figure 3E). The essential promoter region of ctrA extended
found to be essential. Thus, a set of 10 transcription factors,            171 bp upstream of the start codon (Figure 3F) and included
2 RNA polymerase sigma factors and 1 anti-sigma factor                     two previously characterized promoters that control its
comprise the essential core transcriptional regulators for                 transcription by both positive and negative feedback regula-
growth on rich media.                                                      tion (Domian et al, 1999; Tan et al, 2010). Only one of the two
                                                                           upstream SciP binding sites in the ctrA promoter (Tan et al,
                                                                           2010) was contained within the essential promoter region
Essential promoter elements                                                (Figure 3F), suggesting that the regulatory function of the
To characterize the core components of the Caulobacter cell-               second SciP binding site upstream is non-essential for growth
cycle control network, we identified essential regulatory                   on rich media.
sequences and operon transcripts (Supplementary Data-DT3                      Altogether, the essential Caulobacter genome contains at
and DT4). Figure 3A illustrates the transposon scanning                    least 492 941 bp. Essential protein-coding sequences comprise
strategy used to locate essential promoter sequences. The                  90% of the essential genome. The remaining 10% consists
promoter regions of 210 essential genes were fully contained               of essential non-coding RNA sequences, gene regulatory
within the upstream intergenic sequences, and promoter                     elements and essential genome replication features (Table I).
regions of 101 essential genes extended upstream into flanking              Essential genome features are non-uniformly distributed along
ORFs (Table I). We also identified 206 essential genes that are             the Caulobacter genome and enriched near the origin and the
co-transcribed with the corresponding flanking gene(s) and                  terminus regions, indicating that there are constraints on the
experimentally mapped 91 essential operon transcripts                      chromosomal positioning of essential elements (Figure 4A).
(Table I; Supplementary Data-DT4). One example of an                       The chromosomal positions of the published E. coli essential

4 Molecular Systems Biology 2011                                                                     & 2011 EMBO and Macmillan Publishers Limited
The essential genome of a bacterium
                                                                                                                                                                                      B Christen et al




A                                                                                                 B
                        Schematic of essential promoter mapping                                           Identification of an essential operon transcript

                                                                                                        Sense                                                                         500 bp
                                                                                                        insertions
                                                                             Essential ORF
                                      Sense insertion
                                                                                                                                        atpB     E        atpF'    atpF               CCNA 0369
         Anti-sense
          insertion
                                                                             Essential ORF                                              ATP synthase operon                 Anti-sense insertions

                           Essential promoter region
                                                                                                  E       Essential promoter analysis of cell cycle-regulated genes
                          lacking anti-sense insertions
                                                                                                          Essential promoter (bp)
C                                                 D                                                          300 200 100 0
                                                  Number of genes
Number of genes




                                                                    80
                  20
                  15                                                60
                                                                                       gcrA         dnaA
                  10                                                40                   ctrA




                                                                                                                                                                                                 Cell cycle-expression profile
                                                                    20                     dnaA
                   5                                                                                          gcrA
                   0                                                 0
                       0 40 80 120                                       0       100     200              gyrB
                   Essential promoter region                              Length of essential                      ftsZ
                                                                                                  Ribosomal
                                                                                                   proteins



                  extending beyond TSS (bp)                              promoter region (bp)


F                   Multiple TSS within essential promoter regions
                                    P1                          P2                                        ctrA
                            RNAP           RNAP
                                                                                                              Ribosomal
                                                                                                               proteins




                                                                                ctrA


                         Essential ctrA promoter (171 bp)                                                                                   0     24       48      84      108     132     156
                       SciP binding site                            CtrA binding site                         Repressed           Induced              Cell-cycle progression (min)

Figure 3 Genome-wide identification of essential gene regulatory sequences. (A) Transposon insertions within the promoter region of an essential gene are only
viable if the transposon-specific promoter points toward the gene (sense insertion); insertions in the opposite orientation (anti-sense insertions) are lethal. The distance
between the annotated start codon and the first detected occurrence of an anti-sense insertion within the upstream region of an essential gene defines its essential
promoter region. (B) Anti-sense insertions (red marks below genome track) are absent throughout the entire ATP synthase operon while sense insertions (red marks
above genome track) are only tolerated within the non-essential lead gene and within non-coding regions of co-transcribed downstream genes. (C) Lengths of promoter
regions that extend upstream of predicted transcriptional start sites. (D) Size distribution of essential promoter regions. The cell-cycle master regulators ctrA, dnaA and
gcrA, which are subjected to complex cell cycle-dependent regulation, ranked among the longest essential promoter regions identified. (E) Essential cell cycle-regulated
genes are clustered according to their temporal expression profile. Essential genes with long essential promoter regions indicate cell-cycle hub nodes subjected to
complex transcriptional regulation. (F) Only insertions in the sense strand (red lines above the genome track) are tolerated within the 171 bp long essential promoter
region of the cell-cycle master regulator ctrA. Insertions in the anti-sense strand (red lines below the genome track) are absent from the essential ctrA promoter. Both
transcription start sites (arrows P1, P2), two DNA binding sites for CtrA (gray boxes) and one of two reported binding site for the SciP transcription factor (yellow boxes)
are contained within the identified essential promoter region.




coding sequences are preferentially located at either side of the                                                         for Caulobacter, but not for E. coli, since Caulobacter cannot
origin (Figure 4A; Rocha, 2004).                                                                                          produce ATP through fermentation. Thus, the essentiality of a
   The question of what genes constitute the minimum set                                                                  gene is also defined by non-local properties that not only
required for prokaryotic life has been generally estimated by                                                             depend on its own function but also on the functions of all
comparative essentiality analysis (Carbone, 2006) and for a                                                               other essential elements in the genome. The strategy described
few species experimentally via large-scale gene perturbation                                                              here provides a direct experimental approach that, because of
studies (Akerley et al, 1998; Hutchison et al, 1999; Kobayashi                                                            its simplicity and general applicability, can be used to quickly
et al, 2003; Salama et al, 2004). Of the 480 essential                                                                    determine the essential genome for a large class of bacterial
Caulobacter ORFs, 38% are absent in most species outside                                                                  species.
the a-proteobacteria and 10% are unique to Caulobacter
(Figure 4B). Interestingly, among 320 essential Caulobacter                                                               Materials and methods
proteins that are conserved in E. coli, more than one third are
                                                                                                                          Supplementary information includes descriptions of (i) transposon
non-essential (Figure 4C). The variations in essential gene                                                               construction and mutagenesis, (ii) DNA library preparation and
complements relate to differences in bacterial physiology and                                                             sequencing, (iii) sequence processing, (iv) essentiality analysis and
life style. For example, ATP synthase components are essential                                                            (v) statistical data analysis.

& 2011 EMBO and Macmillan Publishers Limited                                                                                                                        Molecular Systems Biology 2011 5
The essential genome of a bacterium
B Christen et al


    –log(P -value) Essential transcripts

A
                                                     Distribution of essential C. crescentus transcripts                     Figure 4 Chromosomal distribution of essential transcripts and phylogenetic
                                                75                                                                           conservation of essential Caulobacter ORFs. (A) Chromosome distribution of
                                                50                                                                           essential transcripts and ORFs found within a 500-kb window. Top panel:
                                                                                                                             Essential Caulobacter transcripts are non-uniformly distributed and are enriched
                                                25   ori                                 ter                        ori      near the replication origin (ori) and terminus (ter) regions of the chromosome.
                                                 0                                                                           The P-values for enrichment of essential Caulobacter ORFs (middle panel) and
                                                                                                                             E. coli ORFs (bottom panel) are graphed as a function of chromosomal position.
                                                30   Enrichment of essential C. crescentus ORFs                 ori          Inserts show a schematic representation of the corresponding circular
                                                                                                                             chromosomes indicating regions of enrichment in red. (B) A heat map showing
                                                20                                                                           the sequence conservation of essential Caulobacter proteins across the a, b, g,
                                                10                                                                           d and e classes of proteobacteria. Highly conserved essential proteins are in red
                                                                                                                ter          while poorly conserved proteins are in black. (C) Venn diagram of overlap
                                                 0                                                                           between Caulobacter and E. coli ORFs (outer circles) as well as their subsets of
                                                                                                                             essential ORFs (inner circles). Less than 38% of essential Caulobacter ORFs are
                                                     Enrichment of essential E. coli ORFs                 ori
    –log(P -value)




                                                30                                                                           conserved and essential in E. coli. Only essential Caulobacter ORFs present in
                                                                                                                             the STING database were considered, leading to a small disparity in the total
                                                20                                                                           number of essential Caulobacter ORFs.
                                                10
                                                                                                          ter
                                                 0
                                                  0.00            0.25                0.50            0.75            1.00
                                                                                                                             Supplementary information
                                                                   Rel. genome coordinates                                   Supplementary information is available at the Molecular Systems
                                                                                                                             Biology website (www.nature.com/msb).
B                                                                               Proteobacteria
                                                           α                β                    γ                  δ ε      Acknowledgements
                                                                                                                             This research was supported by DOE Office of Science grant DE-FG02-
                                                                                                                             05ER64136 to HM; NIH grants K25 GM070972-01A2 to MF, R01,
                                                                                                                             GM51426k, R01 GM32506 and GM073011-04 to LS; Swiss National
    480 Identified essential Caulobacter ORFs




                                                                                                                             Foundation grant PA00P3-126243 to BC and the L&Th. La Roche
                                                                                                                             Foundation Fellowship to BC.
                                                                                                                               Author contributions: BC designed the research. BC, EA, VSK and
                                                                                                                             MJF performed the experiments and analysis. BC, JMC, BP and JAC
                                                                                                                             performed the sequencing and related analysis. BC, EA, HHM and LS
                                                                                                                             wrote the manuscript.


                                                                                                                             Conflict of interest
                                                                                                                             The authors declare that they have no conflict of interest.



                                                                                                                             References
                                                                                                                             Akerley BJ, Rubin EJ, Camilli A, Lampe DJ, Robertson HM,
                                                                                                                                Mekalanos JJ (1998) Systematic identification of essential genes
                                                                                                                                by in vitro mariner mutagenesis. Proc Natl Acad Sci USA 95:
                                                                                                                                8927–8932
                                                                       Bit-homology score                                    Baba T, Ara T, Hasegawa M, Takai Y, Okumura Y, Baba M,
                                                                                                                                Datsenko KA, Tomita M, Wanner BL, Mori H (2006) Construction
                                                                0.0    0.2 0.4 0.6             0.8 1.0                          of Escherichia coli K-12 in-frame, single-gene knockout mutants: the
                                                                                                                                Keio collection. Mol Syst Biol 2: 2006 0008
C                                                    Caulobacter                                          E. coli            Biondi EG, Reisinger SJ, Skerker JM, Arif M, Perchuk BS, Ryan KR,
                                                     ORFs                                                 ORFs                  Laub MT (2006) Regulation of the bacterial cell cycle by an
                                                                                   779         2712                             integrated genetic circuit. Nature 444: 899–904
                                                                 2446                                                        Carbone A (2006) Computational prediction of genomic functional
                                                                            130           67                                    cores specific to different microbes. J Mol Evol 63: 733–746
                                                                                                                             Christen B, Fero MJ, Hillson NJ, Bowman G, Hong SH, Shapiro L,
                                                                                   210                                          McAdams HH (2010) High-throughput identification of protein
                                                                      129                      235
                                                                                                                                localization dependency networks. Proc Natl Acad Sci USA 107:
                                                                                                                                4681–4686
                                                                                                                             Collier J, Murray SR, Shapiro L (2006) DnaA couples DNA replication
                                                                                                                                and the expression of two cell cycle master regulators. EMBO J 25:
                                                               Essential for              Essential for
                                                                                                                                346–356
                                                               Caulobacter                E. coli
                                                                                                                             Collier J, Shapiro L (2007) Spatial complexity and control of a bacterial
                                                                                                                                cell cycle. Curr Opin Biotechnol 18: 333–340
                                                                                                                             Domian IJ, Reisenauer A, Shapiro L (1999) Feedback control of a
                                                                                                                                master bacterial cell-cycle regulator. Proc Natl Acad Sci USA 96:
                                                                                                                                6648–6653

6 Molecular Systems Biology 2011                                                                                                                              & 2011 EMBO and Macmillan Publishers Limited
The essential genome of a bacterium
                                                                                                                                       B Christen et al




Glass JI, Assad-Garcia N, Alperovich N, Yooseph S, Lewis MR,                   mediated by the sigmaE-ChrR system in Caulobacter crescentus.
   Maruf M, Hutchison III CA, Smith HO, Venter JC (2006) Essential             Mol Microbiol 72: 1159–1170
   genes of a minimal bacterium. Proc Natl Acad Sc USA 103: 425–430         Marczynski GT, Lentine K, Shapiro L (1995) A developmentally
Gora KG, Tsokos CG, Chen YE, Srinavasan BS, Perchuk BS,                        regulated chromosomal origin of replication uses essential
   Laub MT (2010) A cell-type-specific protein-protein interaction              transcription elements. Genes Dev 9: 1543–1557
   modulates transcriptional activity of a master regulator in              McAdams HH, Shapiro L (2003) A bacterial cell-cycle regulatory
   Caulobacter crescentus. Mol Cell 39: 455–467                                network operating in time and space. Science 301: 1874–1877
Holtzendorff J, Hung D, Brende P, Reisenauer A, Viollier PH,                McAdams HH, Shapiro L (2011) The architecture and conservation
   McAdams HH, Shapiro L (2004) Oscillating global regulators                  pattern of whole-cell control circuitry. J Mol Biol 409: 28–35
   control the genetic circuit driving a bacterial cell cycle. Science      McGrath PT, Lee H, Zhang L, Iniesta AA, Hottes AK, Tan MH,
   304: 983–987                                                                Hillson NJ, Hu P, Shapiro L, McAdams HH (2007) High-throughput
Hutchison CA, Peterson SN, Gill SR, Cline RT, White O, Fraser CM,              identification of transcription start sites, conserved promoter
   Smith HO, Venter JC (1999) Global transposon mutagenesis                    motifs and predicted regulons. Nat Biotechnol 25: 584–592
   and a minimal Mycoplasma genome. Science 286: 2165–2169                  Reisinger SJ, Huntwork S, Viollier PH, Ryan KR (2007) DivL performs
Iniesta AA, Hillson NJ, Shapiro L (2010) Cell pole-specific activation          critical cell cycle functions in Caulobacter crescentus independent of
   of a critical bacterial cell cycle kinase. Proc Natl Acad Sci USA 107:      kinase activity. J Bacteriol 189: 8308–8320
   7012–7017                                                                Rocha EP (2004) The replication-related organization of bacterial
Jacobs MA, Alwood A, Thaipisuttikul I, Spencer D, Haugen E, Ernst S,           genomes. Microbiology 150: 1609–1627
   Will O, Kaul R, Raymond C, Levy R, Chun-Rong L, Guenthner D,             Salama NR, Shepherd B, Falkow S (2004) Global transposon
   Bovee D, Olson MV, Manoil C (2003) Comprehensive transposon                 mutagenesis and essential gene analysis of Helicobacter pylori.
   mutant library of Pseudomonas aeruginosa. Proc Natl Acad Sci USA            J Bacteriol 186: 7926–7935
   100: 14339–14344                                                         Shen X, Collier J, Dill D, Shapiro L, Horowitz M, McAdams HH
Kobayashi K, Ehrlich SD, Albertini A, Amati G, Andersen KK,                    (2008) Architecture and inherent robustness of a bacterial
   Arnaud M, Asai K, Ashikaga S, Aymerich S, Bessieres P, Boland F,            cell-cycle control system. Proc Natl Acad Sci USA 105: 11340–11345
   Brignell SC, Bron S, Bunai K, Chapuis J, Christiansen LC,                Tan MH, Kozdon JB, Shen X, Shapiro L, McAdams HH (2010) An
   Danchin A, Debarbouille M, Dervyn E, Deuerling E et al (2003)               essential transcription factor, SciP, enhances robustness of
   Essential Bacillus subtilis genes. Proc Natl Acad Sci USA 100:              Caulobacter cell cycle regulation. Proc Natl Acad Sci USA 107:
   4678–4683                                                                   18985–18990
Landt SG, Abeliuk E, McGrath PT, Lesley JA, McAdams HH, Shapiro L           van Opijnen T, Bodi KL, Camilli A (2009) Tn-seq: high-throughput
   (2008) Small non-coding RNAs in Caulobacter crescentus.                     parallel sequencing for fitness and genetic interaction studies in
   Mol Microbiol 68: 600–614                                                   microorganisms. Nat Methods 6: 767–772
Langridge GC, Phan MD, Turner DJ, Perkins TT, Parts L, Haase J,
   Charles I, Maskell DJ, Peters SE, Dougan G, Wain J, Parkhill J,                     Molecular Systems Biology is an open-access journal
   Turner AK (2009) Simultaneous assay of every Salmonella
                                                                                       published by European Molecular Biology Organiza-
   typhi gene using one million transposon mutants. Genome Res 19:
   2308–2316                                                                tion and Nature Publishing Group. This work is licensed under a
Lourenco RF, Gomes SL (2009) The transcriptional response to                Creative Commons Attribution-Noncommercial-Share Alike 3.0
   cadmium, organic hydroperoxide, singlet oxygen and UV-A                  Unported License.




& 2011 EMBO and Macmillan Publishers Limited                                                                         Molecular Systems Biology 2011 7

Más contenido relacionado

La actualidad más candente

Gene expression in eukaryotes
Gene expression in eukaryotesGene expression in eukaryotes
Gene expression in eukaryotesDr.M.Prasad Naidu
 
Control of gene expression in plants
Control of gene expression in plantsControl of gene expression in plants
Control of gene expression in plantsAbhilash Panju
 
Transcription regulation at the core
Transcription regulation at the coreTranscription regulation at the core
Transcription regulation at the coreAilad Wanniang
 
Mitochondrial gene expression
Mitochondrial gene expression Mitochondrial gene expression
Mitochondrial gene expression Ibad khan
 
transciption powerpoint
transciption powerpointtransciption powerpoint
transciption powerpointNikka Bañez
 
Regulation of gene expression in eukaryotes- An over view
Regulation of gene expression in eukaryotes- An over viewRegulation of gene expression in eukaryotes- An over view
Regulation of gene expression in eukaryotes- An over viewNamrata Chhabra
 
Gene expression in eukaryotes
Gene expression in eukaryotesGene expression in eukaryotes
Gene expression in eukaryotesDr Anjani Kumar
 
Long non coding RNA and Their clinical perspective
Long non coding RNA and Their clinical perspectiveLong non coding RNA and Their clinical perspective
Long non coding RNA and Their clinical perspectiveMOHIT GOSWAMI
 
Mechanisms for the implementation of genetic information
Mechanisms for the implementation of genetic informationMechanisms for the implementation of genetic information
Mechanisms for the implementation of genetic informationHimanshu Baba
 
ShRNA-specific regulation of FMNL2 expression in P19 cells
ShRNA-specific regulation of FMNL2 expression in P19 cellsShRNA-specific regulation of FMNL2 expression in P19 cells
ShRNA-specific regulation of FMNL2 expression in P19 cellsYousefLayyous
 
Gene Expression in Eukaryotes
Gene Expression in EukaryotesGene Expression in Eukaryotes
Gene Expression in EukaryotesDr.M.Prasad Naidu
 
Molbiol 2011-12-eukaryotic gene-expression
Molbiol 2011-12-eukaryotic gene-expressionMolbiol 2011-12-eukaryotic gene-expression
Molbiol 2011-12-eukaryotic gene-expressionNikolay Vyahhi
 
Eukaryotic Gene Regulation: Detailed Review
Eukaryotic Gene Regulation: Detailed Review Eukaryotic Gene Regulation: Detailed Review
Eukaryotic Gene Regulation: Detailed Review Zohaib HUSSAIN
 
Transcriptional and post transcriptional regulation of gene expression
Transcriptional and post transcriptional regulation of gene expressionTranscriptional and post transcriptional regulation of gene expression
Transcriptional and post transcriptional regulation of gene expressionDr. Kirti Mehta
 
Expression systems
Expression systemsExpression systems
Expression systemsBruno Mmassy
 
Promoters used in expression vectors
Promoters used in expression vectorsPromoters used in expression vectors
Promoters used in expression vectorsNaSir32
 

La actualidad más candente (20)

Gene expression in chloroplast
Gene expression in chloroplastGene expression in chloroplast
Gene expression in chloroplast
 
Gene expression in eukaryotes
Gene expression in eukaryotesGene expression in eukaryotes
Gene expression in eukaryotes
 
Control of gene expression in plants
Control of gene expression in plantsControl of gene expression in plants
Control of gene expression in plants
 
Transcription regulation at the core
Transcription regulation at the coreTranscription regulation at the core
Transcription regulation at the core
 
Mitochondrial gene expression
Mitochondrial gene expression Mitochondrial gene expression
Mitochondrial gene expression
 
transciption powerpoint
transciption powerpointtransciption powerpoint
transciption powerpoint
 
Regulation of gene expression in eukaryotes- An over view
Regulation of gene expression in eukaryotes- An over viewRegulation of gene expression in eukaryotes- An over view
Regulation of gene expression in eukaryotes- An over view
 
Transposones
TransposonesTransposones
Transposones
 
REGULATION OF GENE EXPRESSION IN PROKARYOTES & EUKARYOTES
REGULATION OF GENE EXPRESSION IN PROKARYOTES & EUKARYOTESREGULATION OF GENE EXPRESSION IN PROKARYOTES & EUKARYOTES
REGULATION OF GENE EXPRESSION IN PROKARYOTES & EUKARYOTES
 
Gene expression in eukaryotes
Gene expression in eukaryotesGene expression in eukaryotes
Gene expression in eukaryotes
 
Long non coding RNA and Their clinical perspective
Long non coding RNA and Their clinical perspectiveLong non coding RNA and Their clinical perspective
Long non coding RNA and Their clinical perspective
 
Mechanisms for the implementation of genetic information
Mechanisms for the implementation of genetic informationMechanisms for the implementation of genetic information
Mechanisms for the implementation of genetic information
 
ShRNA-specific regulation of FMNL2 expression in P19 cells
ShRNA-specific regulation of FMNL2 expression in P19 cellsShRNA-specific regulation of FMNL2 expression in P19 cells
ShRNA-specific regulation of FMNL2 expression in P19 cells
 
Gene Expression in Eukaryotes
Gene Expression in EukaryotesGene Expression in Eukaryotes
Gene Expression in Eukaryotes
 
Molbiol 2011-12-eukaryotic gene-expression
Molbiol 2011-12-eukaryotic gene-expressionMolbiol 2011-12-eukaryotic gene-expression
Molbiol 2011-12-eukaryotic gene-expression
 
Eukaryotic Gene Regulation: Detailed Review
Eukaryotic Gene Regulation: Detailed Review Eukaryotic Gene Regulation: Detailed Review
Eukaryotic Gene Regulation: Detailed Review
 
Transcriptional and post transcriptional regulation of gene expression
Transcriptional and post transcriptional regulation of gene expressionTranscriptional and post transcriptional regulation of gene expression
Transcriptional and post transcriptional regulation of gene expression
 
Regulation of gene expression -2
Regulation of gene expression -2Regulation of gene expression -2
Regulation of gene expression -2
 
Expression systems
Expression systemsExpression systems
Expression systems
 
Promoters used in expression vectors
Promoters used in expression vectorsPromoters used in expression vectors
Promoters used in expression vectors
 

Destacado

NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...
NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...
NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...European School of Oncology
 
Introduction to the world of oncology
Introduction to the world of oncologyIntroduction to the world of oncology
Introduction to the world of oncologyEmad Shash
 
Physical and chemical mutagen copy
Physical and chemical mutagen   copyPhysical and chemical mutagen   copy
Physical and chemical mutagen copyFizza Naeem
 
Carcinogenesis , invasion & metastasis
Carcinogenesis , invasion & metastasis Carcinogenesis , invasion & metastasis
Carcinogenesis , invasion & metastasis Charith Kumara
 
15 the chromosomal basis of inheritance
15 the chromosomal basis of inheritance15 the chromosomal basis of inheritance
15 the chromosomal basis of inheritancekindarspirit
 
Mutation powerpoint
Mutation powerpointMutation powerpoint
Mutation powerpointfarrellw
 
Mutagens
MutagensMutagens
MutagensUE
 
Mutation
MutationMutation
Mutationankit
 
Mutation, Types and Causes, Chromosomal Variation in Number, Gene Mutation
Mutation, Types and Causes, Chromosomal Variation in Number, Gene MutationMutation, Types and Causes, Chromosomal Variation in Number, Gene Mutation
Mutation, Types and Causes, Chromosomal Variation in Number, Gene MutationJan Del Rosario
 
Gene mutations ppt
Gene mutations pptGene mutations ppt
Gene mutations pptKarl Pointer
 
Carcinogenic agents and their cellular interactions
Carcinogenic agents and their cellular interactionsCarcinogenic agents and their cellular interactions
Carcinogenic agents and their cellular interactionsShoaib Afridi
 
Scientific method power point
Scientific method power pointScientific method power point
Scientific method power pointglascod
 

Destacado (18)

NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...
NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...
NY Prostate Cancer Conference - C. Foster - Session 1: From cancer biomarkers...
 
Introduction to the world of oncology
Introduction to the world of oncologyIntroduction to the world of oncology
Introduction to the world of oncology
 
Cancer carcinogens
Cancer carcinogensCancer carcinogens
Cancer carcinogens
 
Tilling seminar ajk final 2007 format
Tilling seminar ajk final 2007 formatTilling seminar ajk final 2007 format
Tilling seminar ajk final 2007 format
 
Neoplasia 4
Neoplasia 4Neoplasia 4
Neoplasia 4
 
Physical and chemical mutagen copy
Physical and chemical mutagen   copyPhysical and chemical mutagen   copy
Physical and chemical mutagen copy
 
Carcinogenesis , invasion & metastasis
Carcinogenesis , invasion & metastasis Carcinogenesis , invasion & metastasis
Carcinogenesis , invasion & metastasis
 
15 the chromosomal basis of inheritance
15 the chromosomal basis of inheritance15 the chromosomal basis of inheritance
15 the chromosomal basis of inheritance
 
Mutation powerpoint
Mutation powerpointMutation powerpoint
Mutation powerpoint
 
Mutagens
MutagensMutagens
Mutagens
 
Radiation and chemical mutagens
Radiation and chemical mutagensRadiation and chemical mutagens
Radiation and chemical mutagens
 
Mutation
MutationMutation
Mutation
 
Cancer Introduction Class
Cancer Introduction ClassCancer Introduction Class
Cancer Introduction Class
 
Mutation, Types and Causes, Chromosomal Variation in Number, Gene Mutation
Mutation, Types and Causes, Chromosomal Variation in Number, Gene MutationMutation, Types and Causes, Chromosomal Variation in Number, Gene Mutation
Mutation, Types and Causes, Chromosomal Variation in Number, Gene Mutation
 
Gene mutations ppt
Gene mutations pptGene mutations ppt
Gene mutations ppt
 
Mutations powerpoint
Mutations powerpointMutations powerpoint
Mutations powerpoint
 
Carcinogenic agents and their cellular interactions
Carcinogenic agents and their cellular interactionsCarcinogenic agents and their cellular interactions
Carcinogenic agents and their cellular interactions
 
Scientific method power point
Scientific method power pointScientific method power point
Scientific method power point
 

Similar a Essential Genome of Caulobacter crescentus at 8 bp Resolution

Bio305 Lecture on Gene Regulation in Bacterial Pathogens
Bio305 Lecture on Gene Regulation in Bacterial PathogensBio305 Lecture on Gene Regulation in Bacterial Pathogens
Bio305 Lecture on Gene Regulation in Bacterial PathogensMark Pallen
 
REU Final PowerPoint
REU Final PowerPointREU Final PowerPoint
REU Final PowerPointAlyssa Castle
 
Nuclear Transport And Its Effect On Breast Cancer Tumor Cells
Nuclear Transport And Its Effect On Breast Cancer Tumor CellsNuclear Transport And Its Effect On Breast Cancer Tumor Cells
Nuclear Transport And Its Effect On Breast Cancer Tumor CellsStephanie Clark
 
Please describe in detaila. How to create and to use a transpo.pdf
Please describe in detaila. How to create and to use a transpo.pdfPlease describe in detaila. How to create and to use a transpo.pdf
Please describe in detaila. How to create and to use a transpo.pdf4babies2010
 
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...J. Colin Cox
 
Bioinformatics.Practical Notebook
Bioinformatics.Practical NotebookBioinformatics.Practical Notebook
Bioinformatics.Practical NotebookNaima Tahsin
 
Genetic Dna And Bioinformatics ( Accession No. Xp Essay
Genetic Dna And Bioinformatics ( Accession No. Xp EssayGenetic Dna And Bioinformatics ( Accession No. Xp Essay
Genetic Dna And Bioinformatics ( Accession No. Xp EssayJessica Deakin
 
Catalyzing Plant Science Research with RNA-seq
Catalyzing Plant Science Research with RNA-seqCatalyzing Plant Science Research with RNA-seq
Catalyzing Plant Science Research with RNA-seqManjappa Ganiger
 
Introns: structure and functions
Introns: structure and functionsIntrons: structure and functions
Introns: structure and functionsbhagatyogesh12
 
Transposable elements
Transposable elementsTransposable elements
Transposable elementsShreya Feliz
 
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...Zach Rana
 
Expanding the Genetic Code
Expanding the Genetic CodeExpanding the Genetic Code
Expanding the Genetic CodeAbinNazar1
 
64 eukaryoticgenecontrol2008
64 eukaryoticgenecontrol200864 eukaryoticgenecontrol2008
64 eukaryoticgenecontrol2008sbarkanic
 
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...Thermo Fisher Scientific
 
Genome organization ,gene expression sand regulation
Genome organization ,gene expression sand regulation Genome organization ,gene expression sand regulation
Genome organization ,gene expression sand regulation sukanyakk
 
Gene expression slide
Gene expression slideGene expression slide
Gene expression slideEdozie Okpara
 
B. SUKRUTHA credit sem.pptx
B. SUKRUTHA credit sem.pptxB. SUKRUTHA credit sem.pptx
B. SUKRUTHA credit sem.pptxsukruthaa
 

Similar a Essential Genome of Caulobacter crescentus at 8 bp Resolution (20)

Bio305 Lecture on Gene Regulation in Bacterial Pathogens
Bio305 Lecture on Gene Regulation in Bacterial PathogensBio305 Lecture on Gene Regulation in Bacterial Pathogens
Bio305 Lecture on Gene Regulation in Bacterial Pathogens
 
REU Final PowerPoint
REU Final PowerPointREU Final PowerPoint
REU Final PowerPoint
 
Nuclear Transport And Its Effect On Breast Cancer Tumor Cells
Nuclear Transport And Its Effect On Breast Cancer Tumor CellsNuclear Transport And Its Effect On Breast Cancer Tumor Cells
Nuclear Transport And Its Effect On Breast Cancer Tumor Cells
 
Please describe in detaila. How to create and to use a transpo.pdf
Please describe in detaila. How to create and to use a transpo.pdfPlease describe in detaila. How to create and to use a transpo.pdf
Please describe in detaila. How to create and to use a transpo.pdf
 
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...
Allert2010-Multifactorial_determinants_of_protein_expression_in_prokaryotic_o...
 
Epigenetic
EpigeneticEpigenetic
Epigenetic
 
Bioinformatics.Practical Notebook
Bioinformatics.Practical NotebookBioinformatics.Practical Notebook
Bioinformatics.Practical Notebook
 
Genetic Dna And Bioinformatics ( Accession No. Xp Essay
Genetic Dna And Bioinformatics ( Accession No. Xp EssayGenetic Dna And Bioinformatics ( Accession No. Xp Essay
Genetic Dna And Bioinformatics ( Accession No. Xp Essay
 
Catalyzing Plant Science Research with RNA-seq
Catalyzing Plant Science Research with RNA-seqCatalyzing Plant Science Research with RNA-seq
Catalyzing Plant Science Research with RNA-seq
 
Introns: structure and functions
Introns: structure and functionsIntrons: structure and functions
Introns: structure and functions
 
Transposable elements
Transposable elementsTransposable elements
Transposable elements
 
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...
An Evolutionarily Conserved Long Noncoding RNA TUNA Controls Pluripotency and...
 
Expanding the Genetic Code
Expanding the Genetic CodeExpanding the Genetic Code
Expanding the Genetic Code
 
64 eukaryoticgenecontrol2008
64 eukaryoticgenecontrol200864 eukaryoticgenecontrol2008
64 eukaryoticgenecontrol2008
 
Regulatory RNA at epigenetic level
Regulatory RNA at epigenetic level Regulatory RNA at epigenetic level
Regulatory RNA at epigenetic level
 
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...
Gene expression profile of the tumor microenvironment from 40 NSCLC FFPE and ...
 
Presentation final
Presentation finalPresentation final
Presentation final
 
Genome organization ,gene expression sand regulation
Genome organization ,gene expression sand regulation Genome organization ,gene expression sand regulation
Genome organization ,gene expression sand regulation
 
Gene expression slide
Gene expression slideGene expression slide
Gene expression slide
 
B. SUKRUTHA credit sem.pptx
B. SUKRUTHA credit sem.pptxB. SUKRUTHA credit sem.pptx
B. SUKRUTHA credit sem.pptx
 

Más de Dickdick Maulana

Uu no. 44_th_2009_ttg_rumah_sakit
Uu no. 44_th_2009_ttg_rumah_sakit Uu no. 44_th_2009_ttg_rumah_sakit
Uu no. 44_th_2009_ttg_rumah_sakit Dickdick Maulana
 
Kepmenkes 1087-standar-k3-rs
Kepmenkes 1087-standar-k3-rs Kepmenkes 1087-standar-k3-rs
Kepmenkes 1087-standar-k3-rs Dickdick Maulana
 
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri Dickdick Maulana
 
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerja
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerjaPmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerja
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerjaDickdick Maulana
 
Materi HSP Sanitarian RS 2014 Dinkes Jabar
Materi  HSP Sanitarian RS 2014 Dinkes JabarMateri  HSP Sanitarian RS 2014 Dinkes Jabar
Materi HSP Sanitarian RS 2014 Dinkes JabarDickdick Maulana
 
Perda no. 2 thn 2014 b3 final otentifikasi
Perda no. 2 thn 2014  b3 final otentifikasi Perda no. 2 thn 2014  b3 final otentifikasi
Perda no. 2 thn 2014 b3 final otentifikasi Dickdick Maulana
 
Pengelolaan Sampah Melalui Pengurangan
Pengelolaan Sampah Melalui PenguranganPengelolaan Sampah Melalui Pengurangan
Pengelolaan Sampah Melalui PenguranganDickdick Maulana
 
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatan
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatanPp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatan
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatanDickdick Maulana
 
Sufg clean coal technologies report
Sufg clean coal technologies reportSufg clean coal technologies report
Sufg clean coal technologies reportDickdick Maulana
 
Pharmaceutical in drinking water
Pharmaceutical in drinking water Pharmaceutical in drinking water
Pharmaceutical in drinking water Dickdick Maulana
 
Sakit dan lingkungan hidup
Sakit dan lingkungan hidup Sakit dan lingkungan hidup
Sakit dan lingkungan hidup Dickdick Maulana
 
Lingkungan air (hidrosphere) lnjtn.
Lingkungan air (hidrosphere) lnjtn. Lingkungan air (hidrosphere) lnjtn.
Lingkungan air (hidrosphere) lnjtn. Dickdick Maulana
 
Lingkungan air (hidrosphere)
Lingkungan air (hidrosphere) Lingkungan air (hidrosphere)
Lingkungan air (hidrosphere) Dickdick Maulana
 
Metode penelitian survai editor masri singarimbun, sofian effendi
Metode penelitian survai   editor masri singarimbun, sofian effendiMetode penelitian survai   editor masri singarimbun, sofian effendi
Metode penelitian survai editor masri singarimbun, sofian effendiDickdick Maulana
 
Sni 6989.59 2008 metoda pengambilan contoh air limbah
Sni 6989.59 2008 metoda pengambilan contoh air limbahSni 6989.59 2008 metoda pengambilan contoh air limbah
Sni 6989.59 2008 metoda pengambilan contoh air limbahDickdick Maulana
 

Más de Dickdick Maulana (20)

Uu no. 44_th_2009_ttg_rumah_sakit
Uu no. 44_th_2009_ttg_rumah_sakit Uu no. 44_th_2009_ttg_rumah_sakit
Uu no. 44_th_2009_ttg_rumah_sakit
 
Kepmenkes 1087-standar-k3-rs
Kepmenkes 1087-standar-k3-rs Kepmenkes 1087-standar-k3-rs
Kepmenkes 1087-standar-k3-rs
 
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri
Pmk no. 541_ttg_program_tugas_belajar_sdm_kesehatan_depkes_ri
 
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerja
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerjaPmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerja
Pmk no. 1199 ttg pedoman pengadaan tenaga kesehatan dengan perjanjian kerja
 
Materi HSP Sanitarian RS 2014 Dinkes Jabar
Materi  HSP Sanitarian RS 2014 Dinkes JabarMateri  HSP Sanitarian RS 2014 Dinkes Jabar
Materi HSP Sanitarian RS 2014 Dinkes Jabar
 
Perda no. 2 thn 2014 b3 final otentifikasi
Perda no. 2 thn 2014  b3 final otentifikasi Perda no. 2 thn 2014  b3 final otentifikasi
Perda no. 2 thn 2014 b3 final otentifikasi
 
Pengelolaan Sampah
Pengelolaan SampahPengelolaan Sampah
Pengelolaan Sampah
 
Pengelolaan Sampah Melalui Pengurangan
Pengelolaan Sampah Melalui PenguranganPengelolaan Sampah Melalui Pengurangan
Pengelolaan Sampah Melalui Pengurangan
 
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatan
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatanPp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatan
Pp no. 19_th_2003_ttg_pengamanan_rokok_bagi_kesehatan
 
Sufg clean coal technologies report
Sufg clean coal technologies reportSufg clean coal technologies report
Sufg clean coal technologies report
 
Kesling 2
Kesling 2 Kesling 2
Kesling 2
 
Water quality strategy
Water quality strategy Water quality strategy
Water quality strategy
 
Pharmaceutical in drinking water
Pharmaceutical in drinking water Pharmaceutical in drinking water
Pharmaceutical in drinking water
 
Sakit dan lingkungan hidup
Sakit dan lingkungan hidup Sakit dan lingkungan hidup
Sakit dan lingkungan hidup
 
Kesehatan lingkungan
Kesehatan lingkungan Kesehatan lingkungan
Kesehatan lingkungan
 
Lingkungan air (hidrosphere) lnjtn.
Lingkungan air (hidrosphere) lnjtn. Lingkungan air (hidrosphere) lnjtn.
Lingkungan air (hidrosphere) lnjtn.
 
Lingkungan air (hidrosphere)
Lingkungan air (hidrosphere) Lingkungan air (hidrosphere)
Lingkungan air (hidrosphere)
 
Metode penelitian survai editor masri singarimbun, sofian effendi
Metode penelitian survai   editor masri singarimbun, sofian effendiMetode penelitian survai   editor masri singarimbun, sofian effendi
Metode penelitian survai editor masri singarimbun, sofian effendi
 
Tetraethyl orthosilicate
Tetraethyl orthosilicateTetraethyl orthosilicate
Tetraethyl orthosilicate
 
Sni 6989.59 2008 metoda pengambilan contoh air limbah
Sni 6989.59 2008 metoda pengambilan contoh air limbahSni 6989.59 2008 metoda pengambilan contoh air limbah
Sni 6989.59 2008 metoda pengambilan contoh air limbah
 

Último

IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 

Último (20)

IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 

Essential Genome of Caulobacter crescentus at 8 bp Resolution

  • 1. Molecular Systems Biology 7; Article number 528; doi:10.1038/msb.2011.58 Citation: Molecular Systems Biology 7:528 & 2011 EMBO and Macmillan Publishers Limited All rights reserved 1744-4292/11 www.molecularsystemsbiology.com The essential genome of a bacterium Beat Christen1,5, Eduardo Abeliuk1,2,5, John M Collier3, Virginia S Kalogeraki1, Ben Passarelli3,4, John A Coller3, Michael J Fero1, Harley H McAdams1 and Lucy Shapiro1,* 1 Department of Developmental Biology, Stanford University, Stanford, CA, USA, 2 Department of Electrical Engineering, Stanford University, Stanford, CA, USA, 3 Functional Genomics Facility, Stanford University, Stanford, CA, USA and 4 Stem Cell Institute Genome Center, Stanford University, Stanford, CA, USA 5 These authors contributed equally to this work * Corresponding author. Department of Developmental Biology, Stanford University, B300 Beckman Center, Stanford, CA 94305, USA. Tel.: þ 1 650 725 7678; Fax: þ 1 650 725 7739; E-mail: shapiro@stanford.edu Received 1.6.11; accepted 13.7.11 Caulobacter crescentus is a model organism for the integrated circuitry that runs a bacterial cell cycle. Full discovery of its essential genome, including non-coding, regulatory and coding elements, is a prerequisite for understanding the complete regulatory network of a bacterial cell. Using hyper- saturated transposon mutagenesis coupled with high-throughput sequencing, we determined the essential Caulobacter genome at 8 bp resolution, including 1012 essential genome features: 480 ORFs, 402 regulatory sequences and 130 non-coding elements, including 90 intergenic segments of unknown function. The essential transcriptional circuitry for growth on rich media includes 10 transcription factors, 2 RNA polymerase sigma factors and 1 anti-sigma factor. We identified all essential promoter elements for the cell cycle-regulated genes. The essential elements are preferentially positioned near the origin and terminus of the chromosome. The high- resolution strategy used here is applicable to high-throughput, full genome essentiality studies and large-scale genetic perturbation experiments in a broad class of bacterial species. Molecular Systems Biology 7: 528; published online 30 August 2011; doi:10.1038/msb.2011.58 Subject Categories: functional genomics; microbiology & pathogens Keywords: functional genomics; next-generation sequencing; systems biology; transposon mutagenesis Introduction accurate identification of the entire essential genome of any bacterial species at a resolution of a few base pairs. In addition to protein-coding sequences, the essential genome of any organism contains essential structural elements, non- coding RNAs and regulatory sequences. We have identified the Caulobacter crescentus essential genome to 8 bp resolution Results and discussion by performing ultrahigh-resolution transposon mutagenesis We engineered a Tn5 derivative transposon (Tn5Pxyl) that followed by high-throughput DNA sequencing to determine carries at one end an inducible outward pointing Pxyl the transposon insertion sites. A notable feature of C. promoter (Christen et al, 2010; Supplementary Figure 1A; crescentus is that the regulatory events that control polar Materials and methods). Thus, the Tn5Pxyl element can differentiation and cell-cycle progression are highly integrated, activate or disrupt transcription at any site of integration, and they occur in a temporally restricted order (McAdams and depending on the insertion orientation. About 8 Â105 viable Shapiro, 2011). Many components of the core regulatory circuit Tn5Pxyl transposon insertion mutants capable of colony have been identified and simulation of the circuitry has been formation on rich media (PYE) plates were pooled. Next, reported (Shen et al, 2008). The identification of all essential DNA from hundred of thousands of transposon insertion sites DNA elements is essential for a complete understanding of the reading outwards into flanking genomic regions was parallel regulatory networks that run a bacterial cell. PCR amplified and sequenced by Illumina paired-end sequen- Essential protein-coding sequences have been reported for cing (Figure 1; Supplementary Figure 1B; Materials and several bacterial species using relatively low-throughput methods). A single sequencing run yielded 118 million transposon mutagenesis (Hutchison et al, 1999; Jacobs et al, raw sequencing reads. Of these, 490 million (480%) read 2003; Glass et al, 2006) and in-frame deletion libraries outward from the transposon element into adjacent genomic (Kobayashi et al, 2003; Baba et al, 2006). Two recent studies DNA regions (Supplementary Figure 1C) and were subse- used high-throughput transposon mutagenesis for fitness and quently mapped to the 4-Mbp genome, allowing us to genetic interaction analysis (Langridge et al, 2009; van determine the location and orientation of 428 735 independent Opijnen et al, 2009). Here, we have reliably identified all transposon insertions with base-pair accuracy (Figure 2A; essential coding and non-coding chromosomal elements, Materials and methods). using a hyper-saturated transposon mutagenesis strategy that Eighty percent of the genome sequence showed an ultrahigh is scalable and can be extended to obtain rapid and highly density of transposon hits; an average of one insertion event & 2011 EMBO and Macmillan Publishers Limited Molecular Systems Biology 2011 1
  • 2. The essential genome of a bacterium B Christen et al elements within the origin region of the chromosome. Although 90 additional non-disruptable small genome Hyper-saturated Tn5 mutant pool PCR Illumina flow-cell elements were identified (Supplementary Data-DT1), they transposon mutagenesis cannot be explained within the context of the current genome annotation. Eighteen of these are conserved in at least one closely related species. Only two could encode a protein IS Growth selection on of over 50 amino acids. PYE plates Illumina sequencing of IS Tn5 IS Tn5 junctions Essential protein-coding sequences IS For each of the 3876 annotated open reading frames (ORFs), Parallel PCR amplifyTn5 junctions we analyzed the distribution, orientation and genetic context Figure 1 Genomic high-resolution transposon scanning strategy. Insertion of transposon insertions. We identified the boundaries of the mutants are pooled to generate a hyper-saturated Tn5 mutant library. essential protein-coding sequences and calculated a statisti- Subsequent parallel amplification of individual transposon junctions by a nested cally robust metric for ORF essentiality (Materials and arbitrary PCR yields DNA fragments reading out of transposon elements into methods; Supplementary Data-DT2). There are 480 essential adjacent genomic DNA sequences. DNA fragments carry terminal adapters ORFs and 3240 non-essential ORFs. In addition, there were (orange, blue) compatible to the Illumina flow-cell and are sequenced in parallel by standard paired-end sequencing. 156 ORFs that severely impacted fitness when mutated, as evidenced by a low number of disruptive transposon insertions (Supplementary methods). Figure 2E shows the every 7.65 bp. The largest gap detectable between consecutive distribution of transposon hits for a subregion of the genome insertions was o50 bp (Supplementary Figure 2). Within the encoding essential and non-essential ORFs. Genome-wide remaining 20% of the genome, chromosomal regions of up to transposon insertion frequencies for the annotated Caulobac- 6 kb in length tolerated no transposon insertions. ter ORFs are shown in Figure 2F. In all, 145/480 essential ORFs lacked transposon insertions across the entire coding region, suggesting that the full length of the encoded protein up to the Essential non-coding sequences last amino acid is essential. The 8-bp resolution allowed a Within non-coding sequences of the Caulobacter genome, we dissection of the essential and non-essential regions of the detected 130 small non-disruptable DNA segments between coding sequences. Sixty ORFs had transposon insertions 90 and 393 bp long (Materials and methods; Supplementary within a significant portion of their 30 region but lacked Data-DT1). (Tables in the Excel file of Supplementary Data are insertions in the essential 50 coding region, allowing the designated DT1, DT2 and so on.) Owing to the uniform identification of non-essential protein segments. For example, distribution of transposition across the genome (Materials and transposon insertions in the essential cell-cycle regulatory methods), such non-disruptable DNA regions are highly gene divL, a tyrosine kinase, showed that the last 204 unlikely (Supplementary Figure 2). Among 27 previously C-terminal amino acids did not impact viability (Figure 2G), identified and validated sRNAs (Landt et al, 2008), three confirming previous reports that the C-terminal ATPase (annotated as R0014, R0018 and R0074 in Landt et al, 2008) domain of DivL is dispensable for viability (Reisinger et al, were contained within non-disruptable DNA segments while 2007; Iniesta et al, 2010). Our results show that the entire another three (R0005, R0019 and R0025) were partially C-terminal ATPase domain, as well as the majority of the disruptable. Figure 2B shows one of the three (Supplementary adjacent kinase domain, is non-essential while the N-terminal Data-DT1) non-disruptable sRNA elements, R0014, that is region including the first 25 amino acids of the kinase domain upregulated upon entry into stationary phase (Landt et al, contain essential DivL functions. 2008). Two additional small RNAs found to be essential are the Conversely, we found 30 essential ORFs that tolerated transfer-messenger RNA (tmRNA) and the ribozyme RNAseP disruptive transposon insertions within the 50 region while (Landt et al, 2008). In addition to the 8 non-disruptable sRNAs, no insertion events were tolerated further downstream 29 out of the 130 essential non-coding sequences contained (Supplementary Table 1). One such example, the essential non-redundant tRNA genes (Figure 2C); duplicated tRNA histidine phosphotransferase gene chpT (Biondi et al, 2006), genes were found to be non-essential. We identified two had 12 transposon insertions near the beginning of the non-disruptable DNA segments within the chromosomal annotated ORF (Figure 2H). These transposon insertions origin of replication (Figure 2D). A 173-bp long essential would prevent the production of a functional protein and region contains three binding sites for the replication repressor should not be detectable within chpT or any essential ORF CtrA, as well as additional sequences that are essential for unless the translational start site is mis-annotated. Using LacZ- chromosome replication and initiation control (Marczynski reporter assays (Supplementary methods), we found that the et al, 1995). A second 125 bp long essential DNA segment promoter element as well as the translational start site of chpT contains a binding motif for the replication initiator protein was located downstream of the annotated start codon DnaA. Surprisingly, between these non-disruptable origin (Figure 2H). Cumulatively, 46% of all essential ORFs segments there were multiple transposon hits suggesting that (30 out of 480) appear to be shorter than the annotated the Caulobacter origin is modular with possible DNA looping ORF (Supplementary Table 1), suggesting that these are compensating for large insertion sequences. Thus, we resolved probably mis-annotated, as well. Thus, 145 ORFs showed essential non-coding RNAs, tRNAs and essential replication all regions were essential, 60 ORFs showed non-essential 2 Molecular Systems Biology 2011 & 2011 EMBO and Macmillan Publishers Limited
  • 3. The essential genome of a bacterium B Christen et al i q u e T n 5 in A 5 un B 74 bp small RNA C 75 bp tRNA-Thr Probe cross se -correlation 73 r ti 28 o 4 ns sRNA Caulobacter genome: 4 Mbp CCNA 0778 CCNA 0779 CCNA 2436 CCNA 2437 Essentiality Essentiality 10–8 (P -value) (P-value) 250 bp 10–8 250 bp 10–6 10–6 10–4 10–4 10–2 10–2 Cori 839 750 840 250 2 577 500 2 578 000 Genome coordinates (bp) Genome coordinates (bp) D Origin of replication E 173 bp 125 bp ftsZ ftsA ftsQ ddl murB murC murG ftsW 10–80 2500 bp Essentiality (P -value) hemE CCNA 0001 10–60 10–40 Essentiality 10–8 (P -value) 250 bp 10–6 10–20 10–4 10–2 Genome coordinates (bp) 0 250 500 Genome coordinates (bp) G H Mis-annotated start 250 bp Essential protein domains F 1000 bp 3240 Non-essential chpT Number of Tn5 insertions ORFs 400 divL Real start Promoter activity 300 800 200 156 High-fitness ALA_Rich PAS HK ATPase 400 ORFs 0 100 –200 –150 –100 –50 ATG 480 Essential ORFs Essential part of DivL (565 AA) Length of promoter probe (bp) 0 0 1000 2000 3000 4000 ORF length (bp) Figure 2 Identification of essential genome features. (A) 28 735 unique Tn5 insertions sites (red) were mapped onto the 4-Mbp Caulobacter genome that encodes 3876 annotated ORFs shown in the inner (minus strand) and middle (plus strand) tracks by black lines. (B) An 192-bp essential genome segment (no Tn5 insertions) contains a stationary phase expressed non-coding sRNA (Landt et al, 2008). The rectangular heat map above shows the micro-array probe cross-correlation pattern of the sRNA (Landt et al, 2008). The locations of transposon insertions (red marks) are shown above the genome track. P-values for essentiality for the different gap sizes observed are below. (C) A small non-disruptable segment containing an essential tRNA. (D) Two non-disruptable genome regions include two regulatory sequences required for chromosome replication. (E) Locations of mapped transposon insertion sites (red marks) on a segment of the Caulobacter genome. Non-essential ORFs (blue) have dense Tn5 transposon insertions, while large non-disruptable genome regions contain essential ORFs (light red). For every non-disruptable genome region, a P-value for gene essentiality is calculated assuming uniform distributed Tn5 insertion frequency and neutral fitness costs. (F) For each of the 3876 Caulobacter ORFs, the number of Tn5 insertions is plotted against the corresponding ORF length. Non-essential ORFs (blue), fitness relevant ORFs (Supplementary information) (green) and essential ORFs (red) have different transposon insertion frequencies. (G) The essential cell-cycle gene divL had multiple transposon insertions within the 30 tail. This dispensable region encodes parts of the histidine kinase domain as well as an ATPase domain that is non-essential. (H) One of the ORFs with mis-annotated start site. The essential cell-cycle gene chpT tolerates disruptive Tn5 insertions in the 50 region of the mis-annotated ORF. The native promoter element and TSS are located downstream of the mis-annotated start codon as confirmed by lacZ promoter activity assays. C-termini and the start of 30 ORFs were mis-annotated. The proteins are of unknown function (Table I; Supplementary remaining 245 ORFs tolerated occasional insertions within a Table 2). We attempted to delete 11 of the genes encoding few amino acids of the ORF boundaries (Supplementary Figure essential hypothetical proteins and recovered no in-frame 3; Materials and methods). deletions, confirming that these proteins are indeed essential The majority of the essential ORFs have annotated (Supplementary Table 3). functions. They participate in diverse core cellular processes Among the 480 essential ORFs, there were 10 essential such as ribosome biogenesis, energy conversion, metabolism, transcriptional regulatory proteins (Supplementary Table 4), cell division and cell-cycle control. Forty-nine of the essential including the cell-cycle regulators ctrA, gcrA, ccrM, sciP and & 2011 EMBO and Macmillan Publishers Limited Molecular Systems Biology 2011 3
  • 4. The essential genome of a bacterium B Christen et al Table I The essential Caulobacter genome essential operon is the transcript encoding ATPase synthase components (Figure 3B). Altogether, the 480 essential protein- Quantity Size Fraction of (bp) genome coding and 37 essential RNA-coding Caulobacter genes are (%)a organized into operons such that 402 individual promoter regions are sufficient to regulate their expression (Table I). Essential non-coding elements 130 14 991 0.37 Of these 402 essential promoters, the transcription start sites Non-coding elements, unknown 91 10 893 0.27 function (TSSs) of 105 were previously identified (McGrath et al, 2007). tRNAs 29 2312 0.06 We found that 79/105 essential promoter regions extended Small non-coding RNAs 8 1488 0.04 on average 53 bp upstream beyond previously identified TSS Genome replication elements in 2 298 0.01 the Cori (Figure 3C; McGrath et al, 2007). These essential control elements accommodate binding sites for transcription factors Essential ORFs 480 444 417 11.00 and RNA polymerase sigma factors (Supplementary Table 5). Metabolism 176 160 011 3.96 Of the 402 essential promoter regions, 26 mapped downstream Ribosome function 95 76 420 1.89 Cell wall & membrane biogenesis 54 63 393 1.57 of the predicted TSS. To determine if these contained an Proteins of unknown function 49 30 469 0.75 additional TSS, we fused the newly identified promoter regions Cell cycle, division and DNA 43 52 322 1.29 with lacZ and found that 24 contained an additional TSS replication Other cellular processes 39 36 017 0.89 (Supplementary Table 6). Therefore, 24 genes contain at least 2 Transcription 15 16 417 0.41 TSS and only the downstream site was found to be essential Signal transduction 9 9368 0.23 during growth on rich media. The upstream TSS may be Essential promoter regions 402 33 533 0.83 required under alternative growth conditions. Contained within intergenic 210 13150 0.33 sequences Extending into upstream ORFs 101 11 428 0.28 Driving operons 91 8955 0.22 Cell cycle-regulated essential genes Essential Caulobacter genome 492 941 12.19 Of the essential ORFs, 84 have a cell cycle-dependent transcription pattern (McGrath et al, 2007; Supplementary The identified essential non-coding, protein-coding and regulatory genome Data-DT5). The cell cycle-regulated essential genes had features are shown. a Fraction of the entire Caulobacter genome encoding essential elements. statistically significant longer promoter regions compared with non-cell cycle-regulated genes (median length 87 versus 41 bp, Mann–Whitney test, P-value 0.0018). The genes with longer promoter regions generally have more complex dnaA (McAdams and Shapiro, 2003; Holtzendorff et al, 2004; transcriptional control. Among these are key genes that are Collier and Shapiro, 2007; Gora et al, 2010; Tan et al, 2010), plus critical for the commitment to energy requirements and 5 uncharacterized putative transcription factors. We surmise regulatory controls for cell-cycle progression. For example, that these five uncharacterized transcription factors either the cell-cycle master regulators ctrA, dnaA and gcrA (Collier comprise transcriptional activators of essential genes or et al, 2006) ranked among the genes with the longest essential repressed genes that would move the cell out of its replicative promoter regions (Figure 3D and E; Supplementary Data-DT5). state. In addition, two RNA polymerase sigma factors RpoH Other essential cell cycle-regulated genes with exceptionally and RpoD, as well as the anti-sigma factor ChrR, which long essential promoters included ribosomal genes, gyrB mitigates rpoE-dependent stress response under physiological encoding DNA gyrase and the ftsZ cell-division gene growth conditions (Lourenco and Gomes, 2009), were also (Figure 3E). The essential promoter region of ctrA extended found to be essential. Thus, a set of 10 transcription factors, 171 bp upstream of the start codon (Figure 3F) and included 2 RNA polymerase sigma factors and 1 anti-sigma factor two previously characterized promoters that control its comprise the essential core transcriptional regulators for transcription by both positive and negative feedback regula- growth on rich media. tion (Domian et al, 1999; Tan et al, 2010). Only one of the two upstream SciP binding sites in the ctrA promoter (Tan et al, 2010) was contained within the essential promoter region Essential promoter elements (Figure 3F), suggesting that the regulatory function of the To characterize the core components of the Caulobacter cell- second SciP binding site upstream is non-essential for growth cycle control network, we identified essential regulatory on rich media. sequences and operon transcripts (Supplementary Data-DT3 Altogether, the essential Caulobacter genome contains at and DT4). Figure 3A illustrates the transposon scanning least 492 941 bp. Essential protein-coding sequences comprise strategy used to locate essential promoter sequences. The 90% of the essential genome. The remaining 10% consists promoter regions of 210 essential genes were fully contained of essential non-coding RNA sequences, gene regulatory within the upstream intergenic sequences, and promoter elements and essential genome replication features (Table I). regions of 101 essential genes extended upstream into flanking Essential genome features are non-uniformly distributed along ORFs (Table I). We also identified 206 essential genes that are the Caulobacter genome and enriched near the origin and the co-transcribed with the corresponding flanking gene(s) and terminus regions, indicating that there are constraints on the experimentally mapped 91 essential operon transcripts chromosomal positioning of essential elements (Figure 4A). (Table I; Supplementary Data-DT4). One example of an The chromosomal positions of the published E. coli essential 4 Molecular Systems Biology 2011 & 2011 EMBO and Macmillan Publishers Limited
  • 5. The essential genome of a bacterium B Christen et al A B Schematic of essential promoter mapping Identification of an essential operon transcript Sense 500 bp insertions Essential ORF Sense insertion atpB E atpF' atpF CCNA 0369 Anti-sense insertion Essential ORF ATP synthase operon Anti-sense insertions Essential promoter region E Essential promoter analysis of cell cycle-regulated genes lacking anti-sense insertions Essential promoter (bp) C D 300 200 100 0 Number of genes Number of genes 80 20 15 60 gcrA dnaA 10 40 ctrA Cell cycle-expression profile 20 dnaA 5 gcrA 0 0 0 40 80 120 0 100 200 gyrB Essential promoter region Length of essential ftsZ Ribosomal proteins extending beyond TSS (bp) promoter region (bp) F Multiple TSS within essential promoter regions P1 P2 ctrA RNAP RNAP Ribosomal proteins ctrA Essential ctrA promoter (171 bp) 0 24 48 84 108 132 156 SciP binding site CtrA binding site Repressed Induced Cell-cycle progression (min) Figure 3 Genome-wide identification of essential gene regulatory sequences. (A) Transposon insertions within the promoter region of an essential gene are only viable if the transposon-specific promoter points toward the gene (sense insertion); insertions in the opposite orientation (anti-sense insertions) are lethal. The distance between the annotated start codon and the first detected occurrence of an anti-sense insertion within the upstream region of an essential gene defines its essential promoter region. (B) Anti-sense insertions (red marks below genome track) are absent throughout the entire ATP synthase operon while sense insertions (red marks above genome track) are only tolerated within the non-essential lead gene and within non-coding regions of co-transcribed downstream genes. (C) Lengths of promoter regions that extend upstream of predicted transcriptional start sites. (D) Size distribution of essential promoter regions. The cell-cycle master regulators ctrA, dnaA and gcrA, which are subjected to complex cell cycle-dependent regulation, ranked among the longest essential promoter regions identified. (E) Essential cell cycle-regulated genes are clustered according to their temporal expression profile. Essential genes with long essential promoter regions indicate cell-cycle hub nodes subjected to complex transcriptional regulation. (F) Only insertions in the sense strand (red lines above the genome track) are tolerated within the 171 bp long essential promoter region of the cell-cycle master regulator ctrA. Insertions in the anti-sense strand (red lines below the genome track) are absent from the essential ctrA promoter. Both transcription start sites (arrows P1, P2), two DNA binding sites for CtrA (gray boxes) and one of two reported binding site for the SciP transcription factor (yellow boxes) are contained within the identified essential promoter region. coding sequences are preferentially located at either side of the for Caulobacter, but not for E. coli, since Caulobacter cannot origin (Figure 4A; Rocha, 2004). produce ATP through fermentation. Thus, the essentiality of a The question of what genes constitute the minimum set gene is also defined by non-local properties that not only required for prokaryotic life has been generally estimated by depend on its own function but also on the functions of all comparative essentiality analysis (Carbone, 2006) and for a other essential elements in the genome. The strategy described few species experimentally via large-scale gene perturbation here provides a direct experimental approach that, because of studies (Akerley et al, 1998; Hutchison et al, 1999; Kobayashi its simplicity and general applicability, can be used to quickly et al, 2003; Salama et al, 2004). Of the 480 essential determine the essential genome for a large class of bacterial Caulobacter ORFs, 38% are absent in most species outside species. the a-proteobacteria and 10% are unique to Caulobacter (Figure 4B). Interestingly, among 320 essential Caulobacter Materials and methods proteins that are conserved in E. coli, more than one third are Supplementary information includes descriptions of (i) transposon non-essential (Figure 4C). The variations in essential gene construction and mutagenesis, (ii) DNA library preparation and complements relate to differences in bacterial physiology and sequencing, (iii) sequence processing, (iv) essentiality analysis and life style. For example, ATP synthase components are essential (v) statistical data analysis. & 2011 EMBO and Macmillan Publishers Limited Molecular Systems Biology 2011 5
  • 6. The essential genome of a bacterium B Christen et al –log(P -value) Essential transcripts A Distribution of essential C. crescentus transcripts Figure 4 Chromosomal distribution of essential transcripts and phylogenetic 75 conservation of essential Caulobacter ORFs. (A) Chromosome distribution of 50 essential transcripts and ORFs found within a 500-kb window. Top panel: Essential Caulobacter transcripts are non-uniformly distributed and are enriched 25 ori ter ori near the replication origin (ori) and terminus (ter) regions of the chromosome. 0 The P-values for enrichment of essential Caulobacter ORFs (middle panel) and E. coli ORFs (bottom panel) are graphed as a function of chromosomal position. 30 Enrichment of essential C. crescentus ORFs ori Inserts show a schematic representation of the corresponding circular chromosomes indicating regions of enrichment in red. (B) A heat map showing 20 the sequence conservation of essential Caulobacter proteins across the a, b, g, 10 d and e classes of proteobacteria. Highly conserved essential proteins are in red ter while poorly conserved proteins are in black. (C) Venn diagram of overlap 0 between Caulobacter and E. coli ORFs (outer circles) as well as their subsets of essential ORFs (inner circles). Less than 38% of essential Caulobacter ORFs are Enrichment of essential E. coli ORFs ori –log(P -value) 30 conserved and essential in E. coli. Only essential Caulobacter ORFs present in the STING database were considered, leading to a small disparity in the total 20 number of essential Caulobacter ORFs. 10 ter 0 0.00 0.25 0.50 0.75 1.00 Supplementary information Rel. genome coordinates Supplementary information is available at the Molecular Systems Biology website (www.nature.com/msb). B Proteobacteria α β γ δ ε Acknowledgements This research was supported by DOE Office of Science grant DE-FG02- 05ER64136 to HM; NIH grants K25 GM070972-01A2 to MF, R01, GM51426k, R01 GM32506 and GM073011-04 to LS; Swiss National 480 Identified essential Caulobacter ORFs Foundation grant PA00P3-126243 to BC and the L&Th. La Roche Foundation Fellowship to BC. Author contributions: BC designed the research. BC, EA, VSK and MJF performed the experiments and analysis. BC, JMC, BP and JAC performed the sequencing and related analysis. BC, EA, HHM and LS wrote the manuscript. Conflict of interest The authors declare that they have no conflict of interest. References Akerley BJ, Rubin EJ, Camilli A, Lampe DJ, Robertson HM, Mekalanos JJ (1998) Systematic identification of essential genes by in vitro mariner mutagenesis. Proc Natl Acad Sci USA 95: 8927–8932 Bit-homology score Baba T, Ara T, Hasegawa M, Takai Y, Okumura Y, Baba M, Datsenko KA, Tomita M, Wanner BL, Mori H (2006) Construction 0.0 0.2 0.4 0.6 0.8 1.0 of Escherichia coli K-12 in-frame, single-gene knockout mutants: the Keio collection. Mol Syst Biol 2: 2006 0008 C Caulobacter E. coli Biondi EG, Reisinger SJ, Skerker JM, Arif M, Perchuk BS, Ryan KR, ORFs ORFs Laub MT (2006) Regulation of the bacterial cell cycle by an 779 2712 integrated genetic circuit. Nature 444: 899–904 2446 Carbone A (2006) Computational prediction of genomic functional 130 67 cores specific to different microbes. J Mol Evol 63: 733–746 Christen B, Fero MJ, Hillson NJ, Bowman G, Hong SH, Shapiro L, 210 McAdams HH (2010) High-throughput identification of protein 129 235 localization dependency networks. Proc Natl Acad Sci USA 107: 4681–4686 Collier J, Murray SR, Shapiro L (2006) DnaA couples DNA replication and the expression of two cell cycle master regulators. EMBO J 25: Essential for Essential for 346–356 Caulobacter E. coli Collier J, Shapiro L (2007) Spatial complexity and control of a bacterial cell cycle. Curr Opin Biotechnol 18: 333–340 Domian IJ, Reisenauer A, Shapiro L (1999) Feedback control of a master bacterial cell-cycle regulator. Proc Natl Acad Sci USA 96: 6648–6653 6 Molecular Systems Biology 2011 & 2011 EMBO and Macmillan Publishers Limited
  • 7. The essential genome of a bacterium B Christen et al Glass JI, Assad-Garcia N, Alperovich N, Yooseph S, Lewis MR, mediated by the sigmaE-ChrR system in Caulobacter crescentus. Maruf M, Hutchison III CA, Smith HO, Venter JC (2006) Essential Mol Microbiol 72: 1159–1170 genes of a minimal bacterium. Proc Natl Acad Sc USA 103: 425–430 Marczynski GT, Lentine K, Shapiro L (1995) A developmentally Gora KG, Tsokos CG, Chen YE, Srinavasan BS, Perchuk BS, regulated chromosomal origin of replication uses essential Laub MT (2010) A cell-type-specific protein-protein interaction transcription elements. Genes Dev 9: 1543–1557 modulates transcriptional activity of a master regulator in McAdams HH, Shapiro L (2003) A bacterial cell-cycle regulatory Caulobacter crescentus. Mol Cell 39: 455–467 network operating in time and space. Science 301: 1874–1877 Holtzendorff J, Hung D, Brende P, Reisenauer A, Viollier PH, McAdams HH, Shapiro L (2011) The architecture and conservation McAdams HH, Shapiro L (2004) Oscillating global regulators pattern of whole-cell control circuitry. J Mol Biol 409: 28–35 control the genetic circuit driving a bacterial cell cycle. Science McGrath PT, Lee H, Zhang L, Iniesta AA, Hottes AK, Tan MH, 304: 983–987 Hillson NJ, Hu P, Shapiro L, McAdams HH (2007) High-throughput Hutchison CA, Peterson SN, Gill SR, Cline RT, White O, Fraser CM, identification of transcription start sites, conserved promoter Smith HO, Venter JC (1999) Global transposon mutagenesis motifs and predicted regulons. Nat Biotechnol 25: 584–592 and a minimal Mycoplasma genome. Science 286: 2165–2169 Reisinger SJ, Huntwork S, Viollier PH, Ryan KR (2007) DivL performs Iniesta AA, Hillson NJ, Shapiro L (2010) Cell pole-specific activation critical cell cycle functions in Caulobacter crescentus independent of of a critical bacterial cell cycle kinase. Proc Natl Acad Sci USA 107: kinase activity. J Bacteriol 189: 8308–8320 7012–7017 Rocha EP (2004) The replication-related organization of bacterial Jacobs MA, Alwood A, Thaipisuttikul I, Spencer D, Haugen E, Ernst S, genomes. Microbiology 150: 1609–1627 Will O, Kaul R, Raymond C, Levy R, Chun-Rong L, Guenthner D, Salama NR, Shepherd B, Falkow S (2004) Global transposon Bovee D, Olson MV, Manoil C (2003) Comprehensive transposon mutagenesis and essential gene analysis of Helicobacter pylori. mutant library of Pseudomonas aeruginosa. Proc Natl Acad Sci USA J Bacteriol 186: 7926–7935 100: 14339–14344 Shen X, Collier J, Dill D, Shapiro L, Horowitz M, McAdams HH Kobayashi K, Ehrlich SD, Albertini A, Amati G, Andersen KK, (2008) Architecture and inherent robustness of a bacterial Arnaud M, Asai K, Ashikaga S, Aymerich S, Bessieres P, Boland F, cell-cycle control system. Proc Natl Acad Sci USA 105: 11340–11345 Brignell SC, Bron S, Bunai K, Chapuis J, Christiansen LC, Tan MH, Kozdon JB, Shen X, Shapiro L, McAdams HH (2010) An Danchin A, Debarbouille M, Dervyn E, Deuerling E et al (2003) essential transcription factor, SciP, enhances robustness of Essential Bacillus subtilis genes. Proc Natl Acad Sci USA 100: Caulobacter cell cycle regulation. Proc Natl Acad Sci USA 107: 4678–4683 18985–18990 Landt SG, Abeliuk E, McGrath PT, Lesley JA, McAdams HH, Shapiro L van Opijnen T, Bodi KL, Camilli A (2009) Tn-seq: high-throughput (2008) Small non-coding RNAs in Caulobacter crescentus. parallel sequencing for fitness and genetic interaction studies in Mol Microbiol 68: 600–614 microorganisms. Nat Methods 6: 767–772 Langridge GC, Phan MD, Turner DJ, Perkins TT, Parts L, Haase J, Charles I, Maskell DJ, Peters SE, Dougan G, Wain J, Parkhill J, Molecular Systems Biology is an open-access journal Turner AK (2009) Simultaneous assay of every Salmonella published by European Molecular Biology Organiza- typhi gene using one million transposon mutants. Genome Res 19: 2308–2316 tion and Nature Publishing Group. This work is licensed under a Lourenco RF, Gomes SL (2009) The transcriptional response to Creative Commons Attribution-Noncommercial-Share Alike 3.0 cadmium, organic hydroperoxide, singlet oxygen and UV-A Unported License. & 2011 EMBO and Macmillan Publishers Limited Molecular Systems Biology 2011 7