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Nov 2020
White Paper
FHIR® for Life Sciences
1
Interoperability in life sciences has always been a story
of David and Goliath, putting pharma industry in an
unprecedented situation where huge silos of data,
which can be of meaningful use when interconnected.
The business issues that life sciences need an answer
to along interoperability are as follows:
▪ Need for a unified platform of interchangeable and
operable data, for evidence-based insights.
▪ Trials to be more patient-centric for them to be an
equal stakeholder in drug development.
▪ Need to integrate and manage laboratory and
radiology information.
▪ Collaboration of data in real-time for meaningful
insights and proactive signal detections.
▪ Connecting research scientist, their laboratories,
and clinicians on a worldwide data platform for
efficient preclinical development.
▪ Collaboration platform for data exchange with
business partners and regulatory bodies.
INTRODUCTION
Fig. 1 – Model on Interoperable systems in Life Sciences
2
▪ Fast Healthcare Interoperability Resources or FHIR
in short, an initiative to harmonize data exchange,
is the answer to all the pain points mentioned
earlier.
▪ EMR/EHR systems have patient clinical data stored
in silos. This data is critical for conducting clinical
trials as they form the core of efficacy and safety
analysis.
▪ Significant amount of time is spent for manually
entering data into the EDC systems and data entry
errors often lead to more man hours for database
cleaning.
▪ FHIR not only helps to create global resource
libraries for data points in connected systems, but
also enables the exchange of unstructured data.
▪ Handheld devices are increasingly becoming a
medium for point-of-care and ‘at home’ data
collection.
▪ Wearables and handheld devices capture large
volumes of vital physiological information that are
essential for critical endpoint analysis in clinical
trials.
▪ FHIR helps organizations drive trials outcome for a
real-world setting and allows clinicians to
understand treatment pathways and disease
progression.
▪ FHIR enhances collaboration between researchers,
clinicians, and patients by collating unstructured
data in Healthcare Clouds (HCC) platforms.
▪ It also drives advanced analytics of clinical data
points in an informed manner.
NEED FOR FHIR IN LIFESCIENCES
Fig. 2 – Key Objectives achieved by FHIR
3
Benefits
1. One-time Implementation
FHIR is a one-time solution platform for seamless
exchange of health data. Organizations can develop a
SMART App on FHIR platform as per their data type
and exchange requirement.
2. Patient Mediated Data
With Meaningful Use 3, SMART app, and the exchange
flexibility of FHIR, members will have more access and
control over their health data.
3. Easier Development
FHIR APIs such as RESTful APIs and OAuth2 provide a
user-friendly experience to develop apps and
exchange accelerators for FHIR.
4. Flexible Ecosystem
Most of the tech hubs of FHIR are public and not
captive. This enables developers to create accelerators
according to their specific needs.
5. Launch Apps in EHR
FHIR enables healthcare facilities to create and launch
SMART Apps in the EHR environment. This enables
data operators and owners to understand their data
requirement, segregation, and exchange parameters.
6. Precise Interoperability
FHIR helps create data sub-units / discrete elements.
This allows pharma / CROs to obtain specific data
needed for EDC, CTMS, or eClinical Suite. Companies
can keep their critical data and release data points that
are necessary for process workflows.
7. Security
The exchange of data on FHIR can be classified into
PHI, PPI, and CCI. Such information is intrinsic and
confidential and needs a secure environment for data
exchange. FHIR alleviates the concerns of the industry
in terms of data confidentiality and data loss.
FHIR: BENEFITS AND CHALLENGES
4
Challenges
1. Version
Systems should use common versions of FHIR to be
interoperable.
2. Component Implementation
The systems that use FHIR need complete API
implementation for seamless interoperability.
Incomplete API implementation may result in
inaccurate data exchange.
3. Data Point Matching
Creating and matching data resources within data
systems is demanding. Constant vigil and testing is
important, and compatibility can still be an issue due
to its nascent stage. Changes made to patient
information may result in inaccessibility for multiple
systems.
4. Absence of Viable Use Cases
The HL7 FHIR® community is extremely proactive in
sharing best practice, however, these examples are
sometimes not promoted more widely outside the
FHIR® community. Broader dissemination of FHIR®
case studies to life sciences and other healthcare
organizations is imperative.
FHIR: BENEFITS AND CHALLENGES
5
▪ Bring world closer: As FHIR evolves, it will play a
deeper role in the entire drug management cycle –
from pre-clinical development to product portfolio
management.
▪ Patient Care Pathway: Medical teams and product
management teams will have real-time access to
data available for portfolio management,
supporting medical affairs department to
understand the clinical decision pathway and map
patient cohorts to the therapy profile of the drug.
▪ Informed Medical Decisions: Allow medical
affairs, product management, and product strategy
groups to gain insightful evidences into the
treatment pathway and the clinical life cycle of the
drug.
▪ Synergize RWE: FHIR aims to create data
communities from data platforms, develop
synergies between data platforms and
organizations, enabling not only the researchers
but also the marketers to gain insights regarding
real-world evidence.
▪ Data at Point of Care: FHIR is bringing data to
point of care, thus enabling clinicians not only to
understand the real world assisted treatment
pathway but also to make sound decisions.
▪ Global Research Connectivity: Interoperable and
data exchange technologies such as FHIR will now
help life sciences seamlessly connect all
stakeholders – labs, pharmaceuticals, CROs,
hospitals, regulatory bodies, academic institutions,
government bodies, manufacturing plants, and
supply chain.
Areas of Impact
Scenario #1 A pharma organization conducting a
Phase 2 clinical trial on a rare disease needs to
understand the therapy pathway and disease behavior.
This will help gain access to the QOL (Quality of Life) of
the patients in a real-world setting and help gain
insights into the overall disease burden. Challenges
include the following:
▪ Generating insightful data into the drug
development pathway making informed decision.
▪ Creating analytical outcomes and implementing
changes to the trial conduct pathway and to the
clinical/protocol-based decision-making process.
▪ Obtaining real-time data from multiple hospitals
and patients taking part in the clinical trial.
The answer lies in FHIR and its capabilities in terms of
SMART app.
FHIR: KEY DRIVERS AND AREAS OF IMPACT
6
Scenario #2 An international public health medical
organization wants to study the epidemiological
behavior of a pandemic, along with mapping the
current treatment paradigm in different regions across
the world.
This will provide expedited and in-depth insights into
patient care and management, disease behavior, drug
development strategies, and public health and disease
prevention strategies. The data resides across different
EHR/EMR, LIMS, RIS, SAS, EDCs around the world.
The answer lies in FHIR and its capabilities in terms of
resource libraries to import and export data from
varied systems into Cloud infrastructure and back,
along with its event mapping techniques which helps
the data consumers to pinpoint the precise data that is
required for such analysis.
Scenario #3 Multiple research centers have databases
containing research information related to Ovarian
Cancer, and one of these centers needs to perform a
meta-analysis that incorporates data from all the
centers.
The meta-analysis helps understand the oncogenomic,
disease progression, and treatment resistance, that will
help researchers and clinicians to develop molecules
and implement a sound treatment decision support
system. How can these centers create a shared
environment to access metadata for analysis without
creating a large data infrastructure?
Alignment on data format, data exchange, and
application of hypothesis and experimental conditions
to clinical data needs attention. This expedites the
process workflows and helps new members to
understand the data, FHIR enablement is the answer to
all the questions.
The above scenarios call out the three pillars of FHIR
A) Integration, B) Interchange, C) Interoperability
FHIR: KEY DRIVERS AND AREAS OF IMPACT
Fig. 3 – Areas of impact in Life Sciences
7
REGULATORY PERSPECTIVE
▪ On January 18, 2019, the USFDA came out with
data standards program and action plans, and
looks forward to align its goals with HL7 FHIR
standards in three key areas which are as follows:
o Pre-market strategies
o Post-market outlook
o Innovation
▪ It has focused its FHIR initiatives on unstructured
data, Standard for Exchange of Nonclinical Data
(SEND), mapping and integration of Biomedical
Research Integrated Domain Group (BRIDG) to
FHIR, and data collection into EDC from EHR in
clinical trials through interoperable measures using
FHIR.
▪ All these infrastructural standards require FHIR
capabilities which will enable pharma/CROs and
other life sciences organizations to break down
information silos and drive seamless data
exchange.
▪ Going forward USFDA aims to provide its
commitment to EMA on the use of FHIR in clinical
and non-clinical data exchange among different
systems for pre- and post-market product
development.
Fig. 4 – USFDA Data Standards Strategy Goals
CONCLUSION
▪ Life sciences organizations have been seeking
secure data standards and exchange platform to
create an ecosystem for standalone systems to
exchange critical data in real-time.
▪ The proliferation of wearables, big data, and clinical
/ non-clinical data from point-of-care and patients
has accelerated the need for faster adoption of
robust data exchange standards.
▪ FHIR will enable organizations to develop data
exchange platforms for EHR to EDC and eSource.
▪ Increased demand of clinical trials to be more
pragmatic and the need for informed decision-
making process in pre- and post-market strategies
using real-world data and evidences has further
pushed the need for FHIR.
▪ FHIR can solve a major hurdle of security and
confidentiality of PHI (Patient Health Information)
and Company Confidential Information (CCI). FHIR
standards provide the flexibility to create apps and
reusable components that can be easily plugged in
for real-time data exchange.
▪ Regulatory bodies such as USFDA and EMA are
continuously working towards integration of their
systems with FHIR standards for minimizing the
efforts needed for managing life sciences
workflows and increasing ROI.
8
https://www.technologynetworks.com/biopharma/articles/data-integration-changing-the-pharma-and-
healthcare-landscape-331373
https://incompliancemag.com/article/wearables-for-medical-and-wellness-uses-standards-and-fda-
guidance-documents/
https://electronichealthreporter.com/quality-is-critical-in-todays-data-deluge-put-processes-and-tools-
in-place-for-robust-data-quality/
https://www.himssasiapac.org/sites/default/files/HIMSSAP_Whitepapers_FHIR-
SparklingInnovationinHealthInformationSharing.pdf
https://www.technologynetworks.com/biopharma/articles/data-integration-changing-the-pharma-and-
healthcare-landscape-331373
https://www.cabotsolutions.com/arent-you-on-the-hl7-fhir-bandwagon-yet
https://www.fda.gov/media/119928
https://healthitanalytics.com/news/4-basics-to-know-about-the-role-of-fhir-in-
interoperability#:~:text=FHIR%20was%20created%20with%20the,majority%20of%20common%20use%
20cases.
https://www.hl7.org/fhir/overview.html
https://www.google.com/search?q=fhir+overview&rlz=1C1GCEB_enIN849IN849&oq=FHIR&aqs=chro
me.1.69i57j69i59l2j0l5.5566j0j8&sourceid=chrome&ie=UTF-
8https://www.mondaq.com/unitedstates/healthcare/907352/onc-cms-finalize-transforming-
interoperability-and-patient-access-to-data-rules
9
REFERENCES
ABOUT THE AUTHORS
Shreejit Nair
Sr. Vice President, Life Sciences
Shreejit has more than 21 years of experience across technology consulting, program management, business
development, and account management in healthcare, digital convergence, and IT outsourcing domains with
Fortune 100 companies in US and Europe.​ Shreejit leads the Life Sciences market at CitiusTech.
shreejit.nair@citiustech.com
Sarin Parayil
Sr. Healthcare Consultant, CitiusTech
Sarin is a Pharmacist with rich experience in leading global clinical trials for multinational pharmaceuticals. ​Sarin has
worked on global drug development initiatives and managed clinical operations, trial monitoring, quality compliance,
regulatory compliance, and eClinical technology solutions across therapy areas.
sarin.parayil@citiustech.com
Dr. Ridhima Vohra
Healthcare Business Analyst, CitiusTech
Dr. Ridhima is a public health management professional with experience spanning across product lifecycle, HMIS,
health planning for state government , health program assessment and evaluation, clinical research, HEDIS-measures
certification and comparative effectiveness assessment for healthcare projects.
ridhima.vohra@citiustech.com
Dr. Pooja Wavhal
Healthcare Business Analyst, CitiusTech
Dr. Pooja is a dental surgeon and a public health specialist with experience in research learning and application,
health economics and outcomes research, health technology assessment, and formulating policy recommendations
for national health programs.
pooja.wavhal@citiustech.com
10
Copyright © CitiusTech 2020. All Rights Reserved.
CitiusTech is a specialist provider of healthcare technology services and
solutions to healthcare technology companies, providers, payers, and life
sciences organizations. With over 3,500 professionals worldwide,
CitiusTech enables healthcare organizations to drive clinical value chain
excellence across integration & interoperability, data management (EDW,
Big Data), performance management (BI/analytics), predictive analytics &
data science, and digital engagement (mobile, IoT).
CitiusTech helps customers accelerate innovation in healthcare through
specialized solutions, healthcare technology platforms, proficiencies, and
accelerators. With cutting-edge technology expertise, world-class service
quality, and a global resource base, CitiusTech consistently delivers best-
in-class solutions and an unmatched cost advantage to healthcare
organizations worldwide.
For queries, contact thoughtleaders@citiustech.com

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FHIR for Life Sciences

  • 1. Nov 2020 White Paper FHIR® for Life Sciences
  • 2. 1 Interoperability in life sciences has always been a story of David and Goliath, putting pharma industry in an unprecedented situation where huge silos of data, which can be of meaningful use when interconnected. The business issues that life sciences need an answer to along interoperability are as follows: ▪ Need for a unified platform of interchangeable and operable data, for evidence-based insights. ▪ Trials to be more patient-centric for them to be an equal stakeholder in drug development. ▪ Need to integrate and manage laboratory and radiology information. ▪ Collaboration of data in real-time for meaningful insights and proactive signal detections. ▪ Connecting research scientist, their laboratories, and clinicians on a worldwide data platform for efficient preclinical development. ▪ Collaboration platform for data exchange with business partners and regulatory bodies. INTRODUCTION Fig. 1 – Model on Interoperable systems in Life Sciences
  • 3. 2 ▪ Fast Healthcare Interoperability Resources or FHIR in short, an initiative to harmonize data exchange, is the answer to all the pain points mentioned earlier. ▪ EMR/EHR systems have patient clinical data stored in silos. This data is critical for conducting clinical trials as they form the core of efficacy and safety analysis. ▪ Significant amount of time is spent for manually entering data into the EDC systems and data entry errors often lead to more man hours for database cleaning. ▪ FHIR not only helps to create global resource libraries for data points in connected systems, but also enables the exchange of unstructured data. ▪ Handheld devices are increasingly becoming a medium for point-of-care and ‘at home’ data collection. ▪ Wearables and handheld devices capture large volumes of vital physiological information that are essential for critical endpoint analysis in clinical trials. ▪ FHIR helps organizations drive trials outcome for a real-world setting and allows clinicians to understand treatment pathways and disease progression. ▪ FHIR enhances collaboration between researchers, clinicians, and patients by collating unstructured data in Healthcare Clouds (HCC) platforms. ▪ It also drives advanced analytics of clinical data points in an informed manner. NEED FOR FHIR IN LIFESCIENCES Fig. 2 – Key Objectives achieved by FHIR
  • 4. 3 Benefits 1. One-time Implementation FHIR is a one-time solution platform for seamless exchange of health data. Organizations can develop a SMART App on FHIR platform as per their data type and exchange requirement. 2. Patient Mediated Data With Meaningful Use 3, SMART app, and the exchange flexibility of FHIR, members will have more access and control over their health data. 3. Easier Development FHIR APIs such as RESTful APIs and OAuth2 provide a user-friendly experience to develop apps and exchange accelerators for FHIR. 4. Flexible Ecosystem Most of the tech hubs of FHIR are public and not captive. This enables developers to create accelerators according to their specific needs. 5. Launch Apps in EHR FHIR enables healthcare facilities to create and launch SMART Apps in the EHR environment. This enables data operators and owners to understand their data requirement, segregation, and exchange parameters. 6. Precise Interoperability FHIR helps create data sub-units / discrete elements. This allows pharma / CROs to obtain specific data needed for EDC, CTMS, or eClinical Suite. Companies can keep their critical data and release data points that are necessary for process workflows. 7. Security The exchange of data on FHIR can be classified into PHI, PPI, and CCI. Such information is intrinsic and confidential and needs a secure environment for data exchange. FHIR alleviates the concerns of the industry in terms of data confidentiality and data loss. FHIR: BENEFITS AND CHALLENGES
  • 5. 4 Challenges 1. Version Systems should use common versions of FHIR to be interoperable. 2. Component Implementation The systems that use FHIR need complete API implementation for seamless interoperability. Incomplete API implementation may result in inaccurate data exchange. 3. Data Point Matching Creating and matching data resources within data systems is demanding. Constant vigil and testing is important, and compatibility can still be an issue due to its nascent stage. Changes made to patient information may result in inaccessibility for multiple systems. 4. Absence of Viable Use Cases The HL7 FHIR® community is extremely proactive in sharing best practice, however, these examples are sometimes not promoted more widely outside the FHIR® community. Broader dissemination of FHIR® case studies to life sciences and other healthcare organizations is imperative. FHIR: BENEFITS AND CHALLENGES
  • 6. 5 ▪ Bring world closer: As FHIR evolves, it will play a deeper role in the entire drug management cycle – from pre-clinical development to product portfolio management. ▪ Patient Care Pathway: Medical teams and product management teams will have real-time access to data available for portfolio management, supporting medical affairs department to understand the clinical decision pathway and map patient cohorts to the therapy profile of the drug. ▪ Informed Medical Decisions: Allow medical affairs, product management, and product strategy groups to gain insightful evidences into the treatment pathway and the clinical life cycle of the drug. ▪ Synergize RWE: FHIR aims to create data communities from data platforms, develop synergies between data platforms and organizations, enabling not only the researchers but also the marketers to gain insights regarding real-world evidence. ▪ Data at Point of Care: FHIR is bringing data to point of care, thus enabling clinicians not only to understand the real world assisted treatment pathway but also to make sound decisions. ▪ Global Research Connectivity: Interoperable and data exchange technologies such as FHIR will now help life sciences seamlessly connect all stakeholders – labs, pharmaceuticals, CROs, hospitals, regulatory bodies, academic institutions, government bodies, manufacturing plants, and supply chain. Areas of Impact Scenario #1 A pharma organization conducting a Phase 2 clinical trial on a rare disease needs to understand the therapy pathway and disease behavior. This will help gain access to the QOL (Quality of Life) of the patients in a real-world setting and help gain insights into the overall disease burden. Challenges include the following: ▪ Generating insightful data into the drug development pathway making informed decision. ▪ Creating analytical outcomes and implementing changes to the trial conduct pathway and to the clinical/protocol-based decision-making process. ▪ Obtaining real-time data from multiple hospitals and patients taking part in the clinical trial. The answer lies in FHIR and its capabilities in terms of SMART app. FHIR: KEY DRIVERS AND AREAS OF IMPACT
  • 7. 6 Scenario #2 An international public health medical organization wants to study the epidemiological behavior of a pandemic, along with mapping the current treatment paradigm in different regions across the world. This will provide expedited and in-depth insights into patient care and management, disease behavior, drug development strategies, and public health and disease prevention strategies. The data resides across different EHR/EMR, LIMS, RIS, SAS, EDCs around the world. The answer lies in FHIR and its capabilities in terms of resource libraries to import and export data from varied systems into Cloud infrastructure and back, along with its event mapping techniques which helps the data consumers to pinpoint the precise data that is required for such analysis. Scenario #3 Multiple research centers have databases containing research information related to Ovarian Cancer, and one of these centers needs to perform a meta-analysis that incorporates data from all the centers. The meta-analysis helps understand the oncogenomic, disease progression, and treatment resistance, that will help researchers and clinicians to develop molecules and implement a sound treatment decision support system. How can these centers create a shared environment to access metadata for analysis without creating a large data infrastructure? Alignment on data format, data exchange, and application of hypothesis and experimental conditions to clinical data needs attention. This expedites the process workflows and helps new members to understand the data, FHIR enablement is the answer to all the questions. The above scenarios call out the three pillars of FHIR A) Integration, B) Interchange, C) Interoperability FHIR: KEY DRIVERS AND AREAS OF IMPACT Fig. 3 – Areas of impact in Life Sciences
  • 8. 7 REGULATORY PERSPECTIVE ▪ On January 18, 2019, the USFDA came out with data standards program and action plans, and looks forward to align its goals with HL7 FHIR standards in three key areas which are as follows: o Pre-market strategies o Post-market outlook o Innovation ▪ It has focused its FHIR initiatives on unstructured data, Standard for Exchange of Nonclinical Data (SEND), mapping and integration of Biomedical Research Integrated Domain Group (BRIDG) to FHIR, and data collection into EDC from EHR in clinical trials through interoperable measures using FHIR. ▪ All these infrastructural standards require FHIR capabilities which will enable pharma/CROs and other life sciences organizations to break down information silos and drive seamless data exchange. ▪ Going forward USFDA aims to provide its commitment to EMA on the use of FHIR in clinical and non-clinical data exchange among different systems for pre- and post-market product development. Fig. 4 – USFDA Data Standards Strategy Goals
  • 9. CONCLUSION ▪ Life sciences organizations have been seeking secure data standards and exchange platform to create an ecosystem for standalone systems to exchange critical data in real-time. ▪ The proliferation of wearables, big data, and clinical / non-clinical data from point-of-care and patients has accelerated the need for faster adoption of robust data exchange standards. ▪ FHIR will enable organizations to develop data exchange platforms for EHR to EDC and eSource. ▪ Increased demand of clinical trials to be more pragmatic and the need for informed decision- making process in pre- and post-market strategies using real-world data and evidences has further pushed the need for FHIR. ▪ FHIR can solve a major hurdle of security and confidentiality of PHI (Patient Health Information) and Company Confidential Information (CCI). FHIR standards provide the flexibility to create apps and reusable components that can be easily plugged in for real-time data exchange. ▪ Regulatory bodies such as USFDA and EMA are continuously working towards integration of their systems with FHIR standards for minimizing the efforts needed for managing life sciences workflows and increasing ROI. 8
  • 10. https://www.technologynetworks.com/biopharma/articles/data-integration-changing-the-pharma-and- healthcare-landscape-331373 https://incompliancemag.com/article/wearables-for-medical-and-wellness-uses-standards-and-fda- guidance-documents/ https://electronichealthreporter.com/quality-is-critical-in-todays-data-deluge-put-processes-and-tools- in-place-for-robust-data-quality/ https://www.himssasiapac.org/sites/default/files/HIMSSAP_Whitepapers_FHIR- SparklingInnovationinHealthInformationSharing.pdf https://www.technologynetworks.com/biopharma/articles/data-integration-changing-the-pharma-and- healthcare-landscape-331373 https://www.cabotsolutions.com/arent-you-on-the-hl7-fhir-bandwagon-yet https://www.fda.gov/media/119928 https://healthitanalytics.com/news/4-basics-to-know-about-the-role-of-fhir-in- interoperability#:~:text=FHIR%20was%20created%20with%20the,majority%20of%20common%20use% 20cases. https://www.hl7.org/fhir/overview.html https://www.google.com/search?q=fhir+overview&rlz=1C1GCEB_enIN849IN849&oq=FHIR&aqs=chro me.1.69i57j69i59l2j0l5.5566j0j8&sourceid=chrome&ie=UTF- 8https://www.mondaq.com/unitedstates/healthcare/907352/onc-cms-finalize-transforming- interoperability-and-patient-access-to-data-rules 9 REFERENCES
  • 11. ABOUT THE AUTHORS Shreejit Nair Sr. Vice President, Life Sciences Shreejit has more than 21 years of experience across technology consulting, program management, business development, and account management in healthcare, digital convergence, and IT outsourcing domains with Fortune 100 companies in US and Europe.​ Shreejit leads the Life Sciences market at CitiusTech. shreejit.nair@citiustech.com Sarin Parayil Sr. Healthcare Consultant, CitiusTech Sarin is a Pharmacist with rich experience in leading global clinical trials for multinational pharmaceuticals. ​Sarin has worked on global drug development initiatives and managed clinical operations, trial monitoring, quality compliance, regulatory compliance, and eClinical technology solutions across therapy areas. sarin.parayil@citiustech.com Dr. Ridhima Vohra Healthcare Business Analyst, CitiusTech Dr. Ridhima is a public health management professional with experience spanning across product lifecycle, HMIS, health planning for state government , health program assessment and evaluation, clinical research, HEDIS-measures certification and comparative effectiveness assessment for healthcare projects. ridhima.vohra@citiustech.com Dr. Pooja Wavhal Healthcare Business Analyst, CitiusTech Dr. Pooja is a dental surgeon and a public health specialist with experience in research learning and application, health economics and outcomes research, health technology assessment, and formulating policy recommendations for national health programs. pooja.wavhal@citiustech.com 10
  • 12. Copyright © CitiusTech 2020. All Rights Reserved. CitiusTech is a specialist provider of healthcare technology services and solutions to healthcare technology companies, providers, payers, and life sciences organizations. With over 3,500 professionals worldwide, CitiusTech enables healthcare organizations to drive clinical value chain excellence across integration & interoperability, data management (EDW, Big Data), performance management (BI/analytics), predictive analytics & data science, and digital engagement (mobile, IoT). CitiusTech helps customers accelerate innovation in healthcare through specialized solutions, healthcare technology platforms, proficiencies, and accelerators. With cutting-edge technology expertise, world-class service quality, and a global resource base, CitiusTech consistently delivers best- in-class solutions and an unmatched cost advantage to healthcare organizations worldwide. For queries, contact thoughtleaders@citiustech.com