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Can social media tell us which
drug is better?
Assessment of Web-Based Consumer Reviews as a Resource for Drug Performance
J Med Internet Res 2015;17(8):e211
Can we use online reviews?
Easy to understand & access
Large numbers
– 6% have shared drug
experiences online
– Millions of health experiences
online
Limited Access to Drug Comparisons
Publications
1. Funded by drug companies
2. Shown to be biased
3. Hard to critique based on the
way it’s written
FDA Drug Trials
1. Studies are funded by drug
companies themselves
2. Biased self-reporting
An online WebMD Drug Review
Compare drugs that treat the same condition
– Controls for the heterogeneous populations
– Assume similar populations being treated
Agreeing with the Literature
Condition: Joint damage causing pain
“The overall 6-month effectiveness rates <…>59.8% for nabumetone, 67.6% for meloxicam.”
Clin Drug Investig. 2004;24(2):89-101
“Median time to a good or excellent PGART was significantly shorter with rofecoxib (52 hours)
than nabumetone (100 hours, P = 0.001)”
J Clin Rheumatol. 2006 Feb;12(1):17-25
427 drug pairs with significant and substantially different ratings
First Drug
(online rating)
Second Drug
(online rating)
Deduced online trend
Amlodipine (2.5) Felodipine (3.2) Amlodipine < Felodipine
Amlodipine (2.5) Telmisartan (3.1) Amlodipine < Telmisartan
Search scientific literature
Search terms: Condition, Drug A vs. Drug B
e.g. Hypertension, Amlodipine vs. Felodipine
See whether literature agrees with online trend
Online ratings supported 62-68% when rely on
literature evidence
62
(48/77)
64
(28/44)
68
(15/22)
* 71.4 (55/77)
* 75 (33/44)
* 81.8 (18/22)
0
10
20
30
40
50
60
70
80
90
100
0.5 0.75 1
%validatedwithscientific
support
Difference between drug ratings
Scientific Literature
Scientific
Literature+FDA Labels
Where is there more support for online ratings?
FDA label carries
warnings
FDA Warnings
Amiodarone had the LOWEST online ratings. Many complain about side effects.
Amiodarone
#Reviews/total
#reviews
Complaints
13.9% (23/166) “kill, died, death, dead”
But the FDA does not recommend amiodarone to treat atrial fibrillation.
Scientific Publication says “Amiodarone is effective compared to flecainide”
Arch Intern Med. 1995 Sep 25;155(17):1885-91
Online data supported 71-82%
when FDA labels added as support
*62
(48/77)
*64
(28/44)
68
(15/22)
* 71
(55/77)
* 75 (33/44)
*82
(18/22)
0
10
20
30
40
50
60
70
80
90
100
0.5 0.75 1
%validatedwithscientific
support
Difference between drug ratings
Scientific Literature
Scientific Literature+FDA
Labels
*significant
Validating Results
• 71% of online comparisons agree with literature and
FDA labels
• 82% for comparisons with at least 1 point rating
difference
Reviewer biases and insights
Reviewers give higher ratings to:
– Addictive drugs
– Alternative treatments
Addictive Drugs Rate Higher
Condition: Muscle spasm
Carisoprodol and cyclobenzaprine not significantly different
Clin Ther. 2004 Sep;26(9):1355-67.
Drug Rating % reviews with the word
“addict”
Carisoprodol 4.35 9.2
cyclobenzaprine 3.33 0
It's a great medication,
but can easily become
dangerously addicting.
so far this has been the best
medication to help give me
almost complete relief. Just be
careful using it, it is addictive.
Alternative Choice of Treatment
(the road less travelled)
Second-line treatments rate
higher.
Is it truly a better drug?
Or a preselected population
who are happy to have found
this drug because standard
therapy did not work?
Example: Underactive Thyroid
Thyroxine (synthetic thyroid hormone)
“official” approved drug
Online rating 2.22
Natural thyroid extract
Online rating 3.92
When the Generic is Better than the Brand-Name
• Pro-Air brand rated 2 stars lower than generic
• “Green”, environmentally-friendly design, cost more $
Online reviewers complained about “inhaler”
Generic had a counter with number of doses remaining, Pro-Air did not
Pro-Air later released new design
Conclusion
• Online drug reviews are useful, with caveats
Reviewers give higher ratings to
– Addictive drugs
– Alternative treatments
• Gain new insights like bad inhaler design

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Using online WebMD reviews to examine drug performance

  • 1. Can social media tell us which drug is better? Assessment of Web-Based Consumer Reviews as a Resource for Drug Performance J Med Internet Res 2015;17(8):e211
  • 2. Can we use online reviews? Easy to understand & access Large numbers – 6% have shared drug experiences online – Millions of health experiences online
  • 3. Limited Access to Drug Comparisons Publications 1. Funded by drug companies 2. Shown to be biased 3. Hard to critique based on the way it’s written FDA Drug Trials 1. Studies are funded by drug companies themselves 2. Biased self-reporting
  • 4. An online WebMD Drug Review
  • 5. Compare drugs that treat the same condition – Controls for the heterogeneous populations – Assume similar populations being treated
  • 6. Agreeing with the Literature Condition: Joint damage causing pain “The overall 6-month effectiveness rates <…>59.8% for nabumetone, 67.6% for meloxicam.” Clin Drug Investig. 2004;24(2):89-101 “Median time to a good or excellent PGART was significantly shorter with rofecoxib (52 hours) than nabumetone (100 hours, P = 0.001)” J Clin Rheumatol. 2006 Feb;12(1):17-25
  • 7. 427 drug pairs with significant and substantially different ratings First Drug (online rating) Second Drug (online rating) Deduced online trend Amlodipine (2.5) Felodipine (3.2) Amlodipine < Felodipine Amlodipine (2.5) Telmisartan (3.1) Amlodipine < Telmisartan Search scientific literature Search terms: Condition, Drug A vs. Drug B e.g. Hypertension, Amlodipine vs. Felodipine See whether literature agrees with online trend
  • 8. Online ratings supported 62-68% when rely on literature evidence 62 (48/77) 64 (28/44) 68 (15/22) * 71.4 (55/77) * 75 (33/44) * 81.8 (18/22) 0 10 20 30 40 50 60 70 80 90 100 0.5 0.75 1 %validatedwithscientific support Difference between drug ratings Scientific Literature Scientific Literature+FDA Labels
  • 9. Where is there more support for online ratings? FDA label carries warnings
  • 10. FDA Warnings Amiodarone had the LOWEST online ratings. Many complain about side effects. Amiodarone #Reviews/total #reviews Complaints 13.9% (23/166) “kill, died, death, dead” But the FDA does not recommend amiodarone to treat atrial fibrillation. Scientific Publication says “Amiodarone is effective compared to flecainide” Arch Intern Med. 1995 Sep 25;155(17):1885-91
  • 11. Online data supported 71-82% when FDA labels added as support *62 (48/77) *64 (28/44) 68 (15/22) * 71 (55/77) * 75 (33/44) *82 (18/22) 0 10 20 30 40 50 60 70 80 90 100 0.5 0.75 1 %validatedwithscientific support Difference between drug ratings Scientific Literature Scientific Literature+FDA Labels *significant
  • 12. Validating Results • 71% of online comparisons agree with literature and FDA labels • 82% for comparisons with at least 1 point rating difference
  • 13. Reviewer biases and insights Reviewers give higher ratings to: – Addictive drugs – Alternative treatments
  • 14. Addictive Drugs Rate Higher Condition: Muscle spasm Carisoprodol and cyclobenzaprine not significantly different Clin Ther. 2004 Sep;26(9):1355-67. Drug Rating % reviews with the word “addict” Carisoprodol 4.35 9.2 cyclobenzaprine 3.33 0 It's a great medication, but can easily become dangerously addicting. so far this has been the best medication to help give me almost complete relief. Just be careful using it, it is addictive.
  • 15. Alternative Choice of Treatment (the road less travelled) Second-line treatments rate higher. Is it truly a better drug? Or a preselected population who are happy to have found this drug because standard therapy did not work?
  • 16. Example: Underactive Thyroid Thyroxine (synthetic thyroid hormone) “official” approved drug Online rating 2.22 Natural thyroid extract Online rating 3.92
  • 17. When the Generic is Better than the Brand-Name • Pro-Air brand rated 2 stars lower than generic • “Green”, environmentally-friendly design, cost more $ Online reviewers complained about “inhaler” Generic had a counter with number of doses remaining, Pro-Air did not Pro-Air later released new design
  • 18. Conclusion • Online drug reviews are useful, with caveats Reviewers give higher ratings to – Addictive drugs – Alternative treatments • Gain new insights like bad inhaler design