Accelerated clinical discovery using self-reported patient data collected online and a patient-matching algorithm

被引:212
作者
Wicks, Paul [1 ]
Vaughan, Timothy E. [1 ]
Massagli, Michael P. [1 ]
Heywood, James [1 ]
机构
[1] PatientsLikeMe Inc, Res & Dev, Cambridge, MA USA
关键词
AMYOTROPHIC-LATERAL-SCLEROSIS; ALSFRS-R; MINOCYCLINE; TRIAL; PROGRESSION; EFFICACY; MODEL;
D O I
10.1038/nbt.1837
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Patients with serious diseases may experiment with drugs that have not received regulatory approval. Online patient communities structured around quantitative outcome data have the potential to provide an observational environment to monitor such drug usage and its consequences. Here we describe an analysis of data reported on the website PatientsLikeMe by patients with amyotrophic lateral sclerosis (ALS) who experimented with lithium carbonate treatment. To reduce potential bias owing to lack of randomization, we developed an algorithm to match 149 treated patients to multiple controls (447 total) based on the progression of their disease course. At 12 months after treatment, we found no effect of lithium on disease progression. Although observational studies using unblinded data are not a substitute for double-blind randomized control trials, this study reached the same conclusion as subsequent randomized trials, suggesting that data reported by patients over the internet may be useful for accelerating clinical discovery and evaluating the effectiveness of drugs already in use.
引用
收藏
页码:411 / U230
页数:6
相关论文
共 28 条
[1]   Safety and efficacy of lithium in combination with riluzole for treatment of amyotrophic lateral sclerosis: a randomised, double-blind, placebo-controlled trial [J].
Aggarwal, Swati P. ;
Zinman, Lorne ;
Simpson, Elizabeth ;
McKinley, Jane ;
Jackson, Katherine E. ;
Pinto, Hanika ;
Kaufman, Petra ;
Conwit, Robin A. ;
Schoenfeld, David ;
Shefner, Jeremy ;
Cudkowicz, Merit .
LANCET NEUROLOGY, 2010, 9 (05) :481-488
[2]  
*ALS UNT GROUP, 2011, LATERAL SCLER, V12, P76
[3]   Is the lithium-for-ALS genie back in the bottle? Not quite [J].
Armon, Carmel .
NEUROLOGY, 2010, 75 (07) :586-587
[4]  
BEDLACK RS, 2008, P NATL ACAD SCI USA, V105, pF17
[5]   Repurposing with a Difference [J].
Boguski, Mark S. ;
Mandl, Kenneth D. ;
Sukhatme, Vikas P. .
SCIENCE, 2009, 324 (5933) :1394-1395
[6]   Evaluation of self-reported progression and correlation of imatinib dose to survival in patients with metastatic gastrointestinal stromal tumors: An open cohort study [J].
Call J. ;
Scherzer N.J. ;
Josephy P.D. ;
Walentas C. .
Journal of Gastrointestinal Cancer, 2010, 41 (1) :60-70
[7]   Clinical significance in the change of decline in ALSFRS-R [J].
Castrillo-Viguera, Carmen ;
Grasso, Daniela L. ;
Simpson, Elizabeth ;
Shefner, Jeremy ;
Cudkowicz, Merit E. .
AMYOTROPHIC LATERAL SCLEROSIS, 2010, 11 (1-2) :178-180
[8]   The ALSFRS-R: a revised ALS functional rating scale that incorporates assessments of respiratory function [J].
Cedarbaum, JM ;
Stambler, N ;
Malta, E ;
Fuller, C ;
Hilt, D ;
Thurmond, B ;
Nakanishi, A .
JOURNAL OF THE NEUROLOGICAL SCIENCES, 1999, 169 (1-2) :13-21
[9]   Lithium carbonate in amyotrophic lateral sclerosis Lack of efficacy in a dose-finding trial [J].
Chio, A. ;
Borghero, G. ;
Calvo, A. ;
Capasso, M. ;
Caponnetto, C. ;
Corbo, M. ;
Giannini, F. ;
Logroscino, G. ;
Mandrioli, J. ;
Marcello, N. ;
Mazzini, L. ;
Moglia, C. ;
Monsurro, M. R. ;
Mora, G. ;
Patti, F. ;
Perini, M. ;
Pietrini, V. ;
Pisano, F. ;
Pupillo, E. ;
Sabatelli, M. ;
Salvi, F. ;
Silani, V. ;
Simone, I. L. ;
Soraru, G. ;
Tola, M. R. ;
Volanti, P. ;
Beghi, E. .
NEUROLOGY, 2010, 75 (07) :619-625
[10]   Toward more efficient clinical trials for amyotrophic lateral sclerosis [J].
Cudkowicz, Merit E. ;
Katz, Jon ;
Moore, Dan H. ;
O'neill, Gilmore ;
Glass, Jonathan D. ;
Mitsumoto, Hiroshi ;
Appel, Stanley ;
Ravina, Bernard ;
Kieburtz, Karl ;
Shoulson, Ira ;
Kaufmann, Petra ;
Khan, Jaffar ;
Simpson, Ericka ;
Shefner, Jeremy ;
Levin, Bruce ;
Cwik, Valerie ;
Schoenfeld, David ;
Aggarwal, Swati ;
McDermott, Michael P. ;
Miller, Robert G. .
AMYOTROPHIC LATERAL SCLEROSIS, 2010, 11 (03) :259-265