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BIG DATA NEGLECTS
POPULATIONS MOST
IN NEED OF MEDICAL
AND PUBLIC HEALTH
RESEARCH AND
INTERVENTIONS
Sarah E. Malanga, JD/MPH
Overview • Big Data
• Uses in medicine
• Gaps in collection of Big Data
• Consequences
• Recommendations
Source: http://www.ibmbigdatahub.com/infographic/four-vs-big-data
Source: https://datafloq.com/read/understanding-sources-big-data-infographic/338
How is Big
Data used in
medicine?
• Recruitment
• Study design
• Public health intervention design &
implementation
• Precision medicine
• Prescription drug usage trends
• Population genetics
Gaps in Data
Collection
Unfortunately, Big Data is not always inclusive…
20%
57%
19.9% 11.8%
9.3%
30%
BIG DATA SOURCE HOW IT’S USED GAPS IN COLLECTION
Social Media ( i.e. Facebook,
Twitter);
Wearables (i.e., Apple Watch,
FitBit);
Internet Use
Consumer trends, behavioral
data, and biometrics
Not everyone has access to social
media, wearables, or the internet;
not everyone chooses to engage
with social media or use a
wearable
Electronic Health Records;
Insurance Claims
Gathering and analyzing data on
a range of medical and
healthcare issues – disease
prevalence, diagnoses,
prescription drug trends
Certain hospitals/healthcare
facilities may not use EMRs,
therefore creating a dearth of
information on certain
demographics
Genome Sequencing;
Biospecimens;
Research Participation
Ability to collect and analyze
genetic information
Cost prohibitive; emphasis on
collecting from certain
populations
Consequences
The exclusivity of big data is troublesome because of
its potential ramifications in terms of national
health.
Dearth of
information
Heightened
risk of health
disparity
Lack of
tailored
health care
Less benefits
for certain
populations
Recommendations
Use Precision Medicine Initiative funding to
increase grants focused on diverse
populations
Encourage the FDA to require that data from
a diverse, inclusive pool
Continuously update recommendations &
guidelines
Encourage new regulations to guarantee
inclusive data
The Precision Medicine Initiative provides
$215 in funding to encourage investment and
research into precision medicine
FDA guidelines suggest mechanisms on how
to collect racial and ethnic data
Various agencies provide guidelines and
recommendations to increase diversity
Federal government is currently involved in
the regulation of scientific endeavors
BIG DATA SOURCE WHAT’S CURRENTLY BEING
DONE TO ADDRESS GAPS?
RECOMMENDATION
Social Media ( i.e. Facebook,
Twitter);
Wearables (i.e., Apple Watch,
FitBit);
Internet Use
Lifeline was expanded in March
2016 to include broadband
services, which will be available to
low-income Americans.
Expand Lifeline program to
provide smartphones and mobile
internet
Electronic Health Records;
Insurance Claims
HITECH Initiative;
Affordable Care Act;
Medicaid expansion
Utilize EHRs in a more diverse,
representative manner – expand
their use across the country, with
focus on populations that are not
currently receiving adequate
representation
Genome Sequencing;
Biospecimens;
Research Participation
NIH policy;
FDA guidelines
FDA should make diversity
guidelines mandatory and
enforce data standards in the
research it will in the approval
process
Questions?
Thank you!

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Sarah Malanga, "Big Data Neglects Populations Most in Need of Medical and Public Health Research and Interventions"

  • 1. BIG DATA NEGLECTS POPULATIONS MOST IN NEED OF MEDICAL AND PUBLIC HEALTH RESEARCH AND INTERVENTIONS Sarah E. Malanga, JD/MPH
  • 2. Overview • Big Data • Uses in medicine • Gaps in collection of Big Data • Consequences • Recommendations
  • 5. How is Big Data used in medicine? • Recruitment • Study design • Public health intervention design & implementation • Precision medicine • Prescription drug usage trends • Population genetics
  • 6. Gaps in Data Collection Unfortunately, Big Data is not always inclusive… 20% 57% 19.9% 11.8% 9.3% 30%
  • 7. BIG DATA SOURCE HOW IT’S USED GAPS IN COLLECTION Social Media ( i.e. Facebook, Twitter); Wearables (i.e., Apple Watch, FitBit); Internet Use Consumer trends, behavioral data, and biometrics Not everyone has access to social media, wearables, or the internet; not everyone chooses to engage with social media or use a wearable Electronic Health Records; Insurance Claims Gathering and analyzing data on a range of medical and healthcare issues – disease prevalence, diagnoses, prescription drug trends Certain hospitals/healthcare facilities may not use EMRs, therefore creating a dearth of information on certain demographics Genome Sequencing; Biospecimens; Research Participation Ability to collect and analyze genetic information Cost prohibitive; emphasis on collecting from certain populations
  • 8. Consequences The exclusivity of big data is troublesome because of its potential ramifications in terms of national health.
  • 9. Dearth of information Heightened risk of health disparity Lack of tailored health care Less benefits for certain populations
  • 10. Recommendations Use Precision Medicine Initiative funding to increase grants focused on diverse populations Encourage the FDA to require that data from a diverse, inclusive pool Continuously update recommendations & guidelines Encourage new regulations to guarantee inclusive data The Precision Medicine Initiative provides $215 in funding to encourage investment and research into precision medicine FDA guidelines suggest mechanisms on how to collect racial and ethnic data Various agencies provide guidelines and recommendations to increase diversity Federal government is currently involved in the regulation of scientific endeavors
  • 11. BIG DATA SOURCE WHAT’S CURRENTLY BEING DONE TO ADDRESS GAPS? RECOMMENDATION Social Media ( i.e. Facebook, Twitter); Wearables (i.e., Apple Watch, FitBit); Internet Use Lifeline was expanded in March 2016 to include broadband services, which will be available to low-income Americans. Expand Lifeline program to provide smartphones and mobile internet Electronic Health Records; Insurance Claims HITECH Initiative; Affordable Care Act; Medicaid expansion Utilize EHRs in a more diverse, representative manner – expand their use across the country, with focus on populations that are not currently receiving adequate representation Genome Sequencing; Biospecimens; Research Participation NIH policy; FDA guidelines FDA should make diversity guidelines mandatory and enforce data standards in the research it will in the approval process