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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume: 3 | Issue: 3 | Mar-Apr 2019 Available Online: www.ijtsrd.com e-ISSN: 2456 - 6470
@ IJTSRD | Unique Paper ID – IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 746
Benefits of Big Data in Health Care: A Revolution
Dr. Ritushree Narayan
Assistant Professor, Department of Computer Science, Usha Martin University, Ranchi, Jharkhand, India
How to cite this paper: Dr. Ritushree
Narayan "Benefits of Big Data in Health
Care: A Revolution" Published in
International Journal of Trend in
Scientific Research and Development
(ijtsrd), ISSN: 2456-
6470, Volume-3 |
Issue-3 , April 2019,
pp.746-748, URL:
https://www.ijtsrd.c
om/papers/ijtsrd22
974.pdf
Copyright © 2019 by author(s) and
International Journal of Trend in
Scientific Research and Development
Journal. This is an Open Access article
distributed under
the terms of the
Creative Commons
Attribution License (CC BY 4.0)
(http://creativecommons.org/licenses/
by/4.0)
ABSTRACT
Lifespan of a normal human is increasing with the world population and it
produces new challenge in health care. big data change the method of data
management ,leverage data and analyzing data.with the help of big data we can
reduces the costs of treatment, reducing medication and provide better
treatment with predictive analytics. Health related data collected from various
sources like electronic health record (EHR) ,medical imaging system, genomic
sequencing, pay of records, pharmaceutical research , and medical devices, etc.
are refers to as big data in healthcare.
KEYWORDS: Big data, Analytics, Healthcare
INTRODUCTION
The swift development of the upcoming information
technologies, experimental technologies and methods, cloud
computing, the Internet of Things, social networks supplies
the amounts of generated data that is rising immensely in
many research fields. Big data is starting torevolutionizethe
health care industry. The change in treatment technology
,pharmaceutical technology, reducing medication ,and
helping to provide better treatment.
Data is a powerful resource which is found in many forms.
Big data do not have a universal definition while it is
discussed in different ways. The term Big data is referred to
describe the exponential growth of the data flow in various
sectors which is too large to process using the available
traditional database and software techniques.Often bigdata
is presumed to be scary, yet it is an explosion in the field of
information. It helps to perform various analytics, which can
make an impact on the economic growth, creating
opportunities,improvingefficiencyoverotherorganizations.
The term big data is described by the following
characteristics: value, volume, velocity, variety veracity and
variability, denoted as 6 “Vs” , shown in Figure 1.
Volume: Data volume is a contribution by various factors. It
can be transactional data, which is being used through the
years, or the data flow over the social media. The volume of
the data is the total quantities of the mass data within an
organization. The volume of data generated in an
organization increases daily at an unpredictable rate, which
can be in petabytes and zeta bytes on the production
activities and the type of the organization.
Velocity: This refers to the data in the total datatransmitted
currently in an organization or in motion. The speed of the
data that an organization produce process and analyzes
normally keep on accelerating. It influences thecreationand
delivery of the data from one point to the next. It is often
time-sensitive.
Variety: The variety, which is diverse in forms, type of data
and its origin. It defines the complexity of the data, and the
Occurrences of data. It is in any form like structured,
semistructured and unstructured data. Some forms of
structured data are the Numerical data, traditional
databases, business information and unstructured data like
Audio, Video and Pictures.
Veracity: Veracity, which is composed of the data that the
organization is uncertain. It analyzes levels of forms of data
credited on reliability. Organizationsenactmentof strategies
to ensure quality and reliable data is normally hindered by
factors such as weather and customer‘s reactions and
purchasing decisions.
Variability: Variability refers to data fluctuations
throughout the handling and lifecycle. Developingrangeand
variability also grows the attraction of data and the
possibility in providing valuable information, unforeseen,
and hidden [20]. Value is the method of extracting valuable
information from huge sets of data and it is usually referred
to as big data analytics . Data value is useful for proper
making decisions .
IJTSRD22974
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID - IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 747
Value: value of the big data refers to their coherent analysis,
which should be valuable to the patients and clinicians.
Fig: 1
BIG DATA IN HEALTHCARE
Defining the volume of the data, the type of data, and the
entity limitations are very wide. Combining the complete
health care data is very large, which refers as ―big data‖ but
not as huge, as we think that the organization cannot handle
its data. Most of the healthcare providers have not faced any
harder situation to handle the data for them; however, it is
always good to foresee the technology improvements and
implementation, which can help them. According to the
McKinsey Global Institute, better targeting of preventative
healthcare messages to the right population attherighttime
could save $70-100 billion 0 . As a result, Hadoop data
processing is the one of the best choice to go with at the
current trends. The computational capabilities of Hadoop
processing will be able to stimulate the mathematical
methods availablecurrently, medical research approachesto
increase the outcome quality. Althoughbigdatamightnotbe
their case, but the discovery process to find new techniques
to analyze the data they have, increase the accuracy of the
experimental results, provide various mechanisms to find
the quality of data is always at the highest priority. As a
result, Hadoop data processing is the one of the best choice
to go with the current trends. Thecomputationalcapabilities
of Hadoop processing will be able to stimulate the
mathematical methods available currently, and medical
research approaches to increase theoutcomequality. ―Most
of the data systems are for billing, and they aren‘t used to
improve the quality of care,‖ explains Jason Jones, executive
director for clinical intelligence and decision support at
Kaiser Permanente, a health care provider and notfor-profit
health plan that serves approximately 9.1 million members
in 8 states and the District of Columbia 0 . The emerging
generic health care systems usually save and manage EMR
(Electronic Medical Record), PHR (Personal Healthcare
Record) 0 , Laboratory InformationSystem(LIS), biomedical
data, biometrics data, and genomic data 0 which can be the
invaluable sources to generate the outcomes. These various
data sources help to process and analyze the data with
various characteristics. Processing such massive data sets
using the Hadoop technology will helps us not only to
process quickly compared to the traditional database
solutions which are being used currently, but also provides
an extra edge to analyze the data characteristically.
Applications of Big Data in Healthcare:
Big data can be applied in almost all the areas of healthcare
management. The potential application areas are fraud
detection, epidemic spread prediction, Omics, clinical
outcome, medical device design, insurance industry,
personalized patient care and manufacturing, and
pharmaceutical development etc. Moreover the application
of big data is widely adopted in personalized healthcare
which offers an individual centric approach .
Big Data in ‘Omics’:
“Omics’’ data refer to significant datasets in the organic and
molecular fields (e.g., proteomics, metabolomics
macrobiotics, genomics etc.). Application of big data on this
study is to realize the strategies of diseases and increase the
specification of medical treatments (e.g. “precision
medicine”) . With the advance in metabolomics, proteomics,
genomics, and other types of omics know-hows through the
previous eras, a remarkable volume of data associated to
molecular biology has been formed. Genomics isthestudyof
genes and their functions. Application of big data in
genomics will help topreventorcurediseasesand delivering
personalized care to each patient. This area is in still
emerging period with presentations in particular
concentrated regions, for example leukemia, diabetes, and
cancer . Pathway analysis is mostly used for high-quantityof
genome-scale data , there are three generations of same
structures used in pathway analysis. The first generation
tools are Clue Go, Onto-Express and GoMiner . The most
popular tool for second generation is GSEA, and theexample
for the third generation tool is Pathway-Express.Proteomics
is the study of proteome on their structures and functions. A
proteome is the entire set of proteins in a cell. ExPASy
(http://www.expasy.org/proteomics) lists dozens of
databases on proteomics and over 100 tools. Big data
application in proteomics, will have a major role in
predicting and preventing human cancer. FindModand CSS-
Palm are frequently used forPTMsprediction. Metabolomics
is the systematic concept of chemical procedures including
metabolites. The database BiGG used Genomic-based
reconstruction of human metabolism for systems biology.
Insurance Industry / Payer:
Healthcare Insurance companies/ payers are using big data
in underwriting, fraud deduction, and claim management.
Insurance providers are observing further than algorithmic
fraud revealing practices that are claim-centric, to ones that
are person–centric. For example how many related claims
were been submitted by the same personality or stated the
identical treatment in different insurance companies.
Medical Device Design and Manufacturing:
Big Data implement facilitates a wider set of device
materials, delivery methods, and tissue interactions,
anatomical configurations to be evaluated. Calculation
techniques and Big Data can plays a significant role in
medical system strategy and manufacturing.
Pharmaceuticals:
Big data is used during all phases of pharmaceutical
development, particularly for drug discovery. Pfizer has
recently initiated Precision MedicineAnalyticsEnvironment
program that associates the dots among electronic medical
record data, clinical trial, and genomic to identify chances to
rapidly convey innovative medicines for particular patient
populations.
Personalized Patient Care Healthcare:
Big Data will make possible to bring best and modified
patient care. In nearby future, fresh big data-derived
influences will prompt suitable updates of diagnostic
assistance, clinical guidelines and patient triage to permit
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID - IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 748
more particular and modified treatment to advance medical
result for patients
Privacy and security
Two important issues towards big data in healthcare and
medicine are securityand privacyof theindividuals/patients
. All medical data are very sensitive and different countries
consider these data as legally possessed by the patients. To
address these security and privacy challenges, the big data
analytics software solutionsshould use advancedencryption
algorithms and pseudo-anonymization of the personal data.
These software solutions should provide security on the
network level and authentication for all involved users,
guarantee privacy and security, as well as set up good
governance standards and practices.
Conclusion and future work
Big data analytics in medicine and healthcare is very
promising process of integrating, exploring and analysingof
large amount complex heterogeneous data with different
nature: biomedical data, experimentaldata,electronichealth
records data and social media data. Integration of such
diverse data makes big data analytics to intertwine several
fields, such as bioinformatics, medical imaging, sensor
informatics, medical informatics, health informatics and
computational biomedicine. As a further work, the big data
characteristics provide very appropriate basis to use
promising software platforms for development of
applications that can handle big data in medicine and
healthcare. One such platform istheopen-sourcedistributed
data processing platform Apache Hadoop MapReduce that
use massive parallel processing (MPP). These applications
should enable applying data mining techniques to these
heterogeneous and complex data to reveal hidden patterns
and novel knowledge from the data. Recent hardware
innovations in processor technology, newer kinds of
memories/network architecture will minimize the time
spent in moving the data from storage to the processor in a
distributed setting.
Reference:
[1] W. Raghupathi, V. Raghupathi, Big data analytics in
healthcare: promise and potential, Heal. Inf. Sci. Syst. 2
(2014) 1–10. doi:10.1186/2047-2501-2-3.
[2] R. Leventhal, Trend: big data. Big data analytics: from
volume to value, Healthcare Inform., Bus. Mag. Inf.
Commun. Syst. 30 (2013) 12-14.
[3] Harvard Business. (2014). How Big Data Impacts
Healthcare by Harvard Business Review Analytics
Services.
[4] Harvard Business. (2014). How Big Data Impacts
Healthcare by Harvard Business Review Analytics
Services.
[5] Lars George.(2014). Getting Started with Big Data
Architecture. Cloudera. Retrieved from URL
http://blog.cloudera.com/blog/2014/09/getting-
started-withbig-data-architecture

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Benefits of Big Data in Health Care A Revolution

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume: 3 | Issue: 3 | Mar-Apr 2019 Available Online: www.ijtsrd.com e-ISSN: 2456 - 6470 @ IJTSRD | Unique Paper ID – IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 746 Benefits of Big Data in Health Care: A Revolution Dr. Ritushree Narayan Assistant Professor, Department of Computer Science, Usha Martin University, Ranchi, Jharkhand, India How to cite this paper: Dr. Ritushree Narayan "Benefits of Big Data in Health Care: A Revolution" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-3 | Issue-3 , April 2019, pp.746-748, URL: https://www.ijtsrd.c om/papers/ijtsrd22 974.pdf Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/ by/4.0) ABSTRACT Lifespan of a normal human is increasing with the world population and it produces new challenge in health care. big data change the method of data management ,leverage data and analyzing data.with the help of big data we can reduces the costs of treatment, reducing medication and provide better treatment with predictive analytics. Health related data collected from various sources like electronic health record (EHR) ,medical imaging system, genomic sequencing, pay of records, pharmaceutical research , and medical devices, etc. are refers to as big data in healthcare. KEYWORDS: Big data, Analytics, Healthcare INTRODUCTION The swift development of the upcoming information technologies, experimental technologies and methods, cloud computing, the Internet of Things, social networks supplies the amounts of generated data that is rising immensely in many research fields. Big data is starting torevolutionizethe health care industry. The change in treatment technology ,pharmaceutical technology, reducing medication ,and helping to provide better treatment. Data is a powerful resource which is found in many forms. Big data do not have a universal definition while it is discussed in different ways. The term Big data is referred to describe the exponential growth of the data flow in various sectors which is too large to process using the available traditional database and software techniques.Often bigdata is presumed to be scary, yet it is an explosion in the field of information. It helps to perform various analytics, which can make an impact on the economic growth, creating opportunities,improvingefficiencyoverotherorganizations. The term big data is described by the following characteristics: value, volume, velocity, variety veracity and variability, denoted as 6 “Vs” , shown in Figure 1. Volume: Data volume is a contribution by various factors. It can be transactional data, which is being used through the years, or the data flow over the social media. The volume of the data is the total quantities of the mass data within an organization. The volume of data generated in an organization increases daily at an unpredictable rate, which can be in petabytes and zeta bytes on the production activities and the type of the organization. Velocity: This refers to the data in the total datatransmitted currently in an organization or in motion. The speed of the data that an organization produce process and analyzes normally keep on accelerating. It influences thecreationand delivery of the data from one point to the next. It is often time-sensitive. Variety: The variety, which is diverse in forms, type of data and its origin. It defines the complexity of the data, and the Occurrences of data. It is in any form like structured, semistructured and unstructured data. Some forms of structured data are the Numerical data, traditional databases, business information and unstructured data like Audio, Video and Pictures. Veracity: Veracity, which is composed of the data that the organization is uncertain. It analyzes levels of forms of data credited on reliability. Organizationsenactmentof strategies to ensure quality and reliable data is normally hindered by factors such as weather and customer‘s reactions and purchasing decisions. Variability: Variability refers to data fluctuations throughout the handling and lifecycle. Developingrangeand variability also grows the attraction of data and the possibility in providing valuable information, unforeseen, and hidden [20]. Value is the method of extracting valuable information from huge sets of data and it is usually referred to as big data analytics . Data value is useful for proper making decisions . IJTSRD22974
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID - IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 747 Value: value of the big data refers to their coherent analysis, which should be valuable to the patients and clinicians. Fig: 1 BIG DATA IN HEALTHCARE Defining the volume of the data, the type of data, and the entity limitations are very wide. Combining the complete health care data is very large, which refers as ―big data‖ but not as huge, as we think that the organization cannot handle its data. Most of the healthcare providers have not faced any harder situation to handle the data for them; however, it is always good to foresee the technology improvements and implementation, which can help them. According to the McKinsey Global Institute, better targeting of preventative healthcare messages to the right population attherighttime could save $70-100 billion 0 . As a result, Hadoop data processing is the one of the best choice to go with at the current trends. The computational capabilities of Hadoop processing will be able to stimulate the mathematical methods availablecurrently, medical research approachesto increase the outcome quality. Althoughbigdatamightnotbe their case, but the discovery process to find new techniques to analyze the data they have, increase the accuracy of the experimental results, provide various mechanisms to find the quality of data is always at the highest priority. As a result, Hadoop data processing is the one of the best choice to go with the current trends. Thecomputationalcapabilities of Hadoop processing will be able to stimulate the mathematical methods available currently, and medical research approaches to increase theoutcomequality. ―Most of the data systems are for billing, and they aren‘t used to improve the quality of care,‖ explains Jason Jones, executive director for clinical intelligence and decision support at Kaiser Permanente, a health care provider and notfor-profit health plan that serves approximately 9.1 million members in 8 states and the District of Columbia 0 . The emerging generic health care systems usually save and manage EMR (Electronic Medical Record), PHR (Personal Healthcare Record) 0 , Laboratory InformationSystem(LIS), biomedical data, biometrics data, and genomic data 0 which can be the invaluable sources to generate the outcomes. These various data sources help to process and analyze the data with various characteristics. Processing such massive data sets using the Hadoop technology will helps us not only to process quickly compared to the traditional database solutions which are being used currently, but also provides an extra edge to analyze the data characteristically. Applications of Big Data in Healthcare: Big data can be applied in almost all the areas of healthcare management. The potential application areas are fraud detection, epidemic spread prediction, Omics, clinical outcome, medical device design, insurance industry, personalized patient care and manufacturing, and pharmaceutical development etc. Moreover the application of big data is widely adopted in personalized healthcare which offers an individual centric approach . Big Data in ‘Omics’: “Omics’’ data refer to significant datasets in the organic and molecular fields (e.g., proteomics, metabolomics macrobiotics, genomics etc.). Application of big data on this study is to realize the strategies of diseases and increase the specification of medical treatments (e.g. “precision medicine”) . With the advance in metabolomics, proteomics, genomics, and other types of omics know-hows through the previous eras, a remarkable volume of data associated to molecular biology has been formed. Genomics isthestudyof genes and their functions. Application of big data in genomics will help topreventorcurediseasesand delivering personalized care to each patient. This area is in still emerging period with presentations in particular concentrated regions, for example leukemia, diabetes, and cancer . Pathway analysis is mostly used for high-quantityof genome-scale data , there are three generations of same structures used in pathway analysis. The first generation tools are Clue Go, Onto-Express and GoMiner . The most popular tool for second generation is GSEA, and theexample for the third generation tool is Pathway-Express.Proteomics is the study of proteome on their structures and functions. A proteome is the entire set of proteins in a cell. ExPASy (http://www.expasy.org/proteomics) lists dozens of databases on proteomics and over 100 tools. Big data application in proteomics, will have a major role in predicting and preventing human cancer. FindModand CSS- Palm are frequently used forPTMsprediction. Metabolomics is the systematic concept of chemical procedures including metabolites. The database BiGG used Genomic-based reconstruction of human metabolism for systems biology. Insurance Industry / Payer: Healthcare Insurance companies/ payers are using big data in underwriting, fraud deduction, and claim management. Insurance providers are observing further than algorithmic fraud revealing practices that are claim-centric, to ones that are person–centric. For example how many related claims were been submitted by the same personality or stated the identical treatment in different insurance companies. Medical Device Design and Manufacturing: Big Data implement facilitates a wider set of device materials, delivery methods, and tissue interactions, anatomical configurations to be evaluated. Calculation techniques and Big Data can plays a significant role in medical system strategy and manufacturing. Pharmaceuticals: Big data is used during all phases of pharmaceutical development, particularly for drug discovery. Pfizer has recently initiated Precision MedicineAnalyticsEnvironment program that associates the dots among electronic medical record data, clinical trial, and genomic to identify chances to rapidly convey innovative medicines for particular patient populations. Personalized Patient Care Healthcare: Big Data will make possible to bring best and modified patient care. In nearby future, fresh big data-derived influences will prompt suitable updates of diagnostic assistance, clinical guidelines and patient triage to permit
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID - IJTSRD22974 | Volume – 3 | Issue – 3 | Mar-Apr 2019 Page: 748 more particular and modified treatment to advance medical result for patients Privacy and security Two important issues towards big data in healthcare and medicine are securityand privacyof theindividuals/patients . All medical data are very sensitive and different countries consider these data as legally possessed by the patients. To address these security and privacy challenges, the big data analytics software solutionsshould use advancedencryption algorithms and pseudo-anonymization of the personal data. These software solutions should provide security on the network level and authentication for all involved users, guarantee privacy and security, as well as set up good governance standards and practices. Conclusion and future work Big data analytics in medicine and healthcare is very promising process of integrating, exploring and analysingof large amount complex heterogeneous data with different nature: biomedical data, experimentaldata,electronichealth records data and social media data. Integration of such diverse data makes big data analytics to intertwine several fields, such as bioinformatics, medical imaging, sensor informatics, medical informatics, health informatics and computational biomedicine. As a further work, the big data characteristics provide very appropriate basis to use promising software platforms for development of applications that can handle big data in medicine and healthcare. One such platform istheopen-sourcedistributed data processing platform Apache Hadoop MapReduce that use massive parallel processing (MPP). These applications should enable applying data mining techniques to these heterogeneous and complex data to reveal hidden patterns and novel knowledge from the data. Recent hardware innovations in processor technology, newer kinds of memories/network architecture will minimize the time spent in moving the data from storage to the processor in a distributed setting. Reference: [1] W. Raghupathi, V. Raghupathi, Big data analytics in healthcare: promise and potential, Heal. Inf. Sci. Syst. 2 (2014) 1–10. doi:10.1186/2047-2501-2-3. [2] R. Leventhal, Trend: big data. Big data analytics: from volume to value, Healthcare Inform., Bus. Mag. Inf. Commun. Syst. 30 (2013) 12-14. [3] Harvard Business. (2014). How Big Data Impacts Healthcare by Harvard Business Review Analytics Services. [4] Harvard Business. (2014). How Big Data Impacts Healthcare by Harvard Business Review Analytics Services. [5] Lars George.(2014). Getting Started with Big Data Architecture. Cloudera. Retrieved from URL http://blog.cloudera.com/blog/2014/09/getting- started-withbig-data-architecture