Accelerated clinical discovery using self-reported patient data collected online and a patient-matching algorithm
The experiences of patients who try drugs that aren't approved for their disease have the potential to be mined for insights into drug efficacy. Wicks et al . rapidly monitored the efficacy of lithium treatment for 149 patients with amyotrophic lateral sclerosis using an online data collection...
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          | Published in | Nature biotechnology Vol. 29; no. 5; pp. 411 - 414 | 
|---|---|
| Main Authors | , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        New York
          Nature Publishing Group US
    
        01.05.2011
     Nature Publishing Group  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 1087-0156 1546-1696 1546-1696  | 
| DOI | 10.1038/nbt.1837 | 
Cover
| Abstract | The experiences of patients who try drugs that aren't approved for their disease have the potential to be mined for insights into drug efficacy. Wicks
et al
. rapidly monitored the efficacy of lithium treatment for 149 patients with amyotrophic lateral sclerosis using an online data collection tool and a patient-matching algorithm.
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. | 
    
|---|---|
| AbstractList | 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.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. 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. The experiences of patients who try drugs that aren't approved for their disease have the potential to be mined for insights into drug efficacy. Wicks et al . rapidly monitored the efficacy of lithium treatment for 149 patients with amyotrophic lateral sclerosis using an online data collection tool and a patient-matching algorithm. 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. 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. [PUBLICATION ABSTRACT]  | 
    
| Audience | Academic | 
    
| Author | Vaughan, Timothy E Wicks, Paul Heywood, James Massagli, Michael P  | 
    
| Author_xml | – sequence: 1 givenname: Paul surname: Wicks fullname: Wicks, Paul email: pwicks@patientslikeme.com organization: Research and Development, PatientsLikeMe Inc – sequence: 2 givenname: Timothy E surname: Vaughan fullname: Vaughan, Timothy E organization: Research and Development, PatientsLikeMe Inc – sequence: 3 givenname: Michael P surname: Massagli fullname: Massagli, Michael P organization: Research and Development, PatientsLikeMe Inc – sequence: 4 givenname: James surname: Heywood fullname: Heywood, James organization: Research and Development, PatientsLikeMe Inc  | 
    
| BackLink | http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=24162673$$DView record in Pascal Francis https://www.ncbi.nlm.nih.gov/pubmed/21516084$$D View this record in MEDLINE/PubMed  | 
    
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Psychiatry doi: 10.1136/jnnp.2006.104828 – reference: 12060810 - Neuroreport. 2002 Jun 12;13(8):1067-70 – reference: 18417448 - Proc Natl Acad Sci U S A. 2008 Apr 22;105(16):E17; author reply E18 – reference: 20702793 - Neurology. 2010 Aug 17;75(7):586-7 – reference: 19191307 - Ann Neurol. 2009 Jan;65 Suppl 1:S24-8 – reference: 18428007 - Amyotroph Lateral Scler. 2008 Apr;9(2):125-6 – reference: 19946763 - J Gastrointest Cancer. 2010 Mar;41(1):60-70 – reference: 18999176 - AMIA Annu Symp Proc. 2008 Nov 06;:217-21 – reference: 19634063 - Amyotroph Lateral Scler. 2010;11(1-2):178-80 – reference: 19506136 - Arch Neurol. 2009 Jun;66(6):758-61 – reference: 20542858 - J Med Internet Res. 2010 Jun 14;12 (2):e19 – reference: 15159491 - Neurology. 2004 May 25;62(10 ):1845-7 – reference: 20363190 - Lancet Neurol. 2010 May;9(5):481-8 – reference: 12270689 - Neurobiol Dis. 2002 Aug;10 (3):268-78 – reference: 10540002 - J Neurol Sci. 1999 Oct 31;169(1-2):13-21 – reference: 18428005 - Amyotroph Lateral Scler. 2008 Apr;9(2):122 – reference: 19961263 - Amyotroph Lateral Scler. 2010 May 3;11(3):259-65 – reference: 17030772 - Neurology. 2006 Oct 10;67(7):1294-6 – reference: 19544406 - Stem Cells. 2009 Sep;27(9):2312-9 – reference: 19520944 - Science. 2009 Jun 12;324(5933):1394-5 – reference: 17980667 - Lancet Neurol. 2007 Dec;6(12):1045-53 – reference: 19192301 - Orphanet J Rare Dis. 2009 Feb 03;4:3 – reference: 20702794 - Neurology. 2010 Aug 17;75(7):619-25 – reference: 19161905 - Lancet Neurol. 2009 Feb;8(2):136-7 – reference: 18079297 - J Neurol Neurosurg Psychiatry. 2008 Jan;79(1):6-11 – reference: 21174518 - Amyotroph Lateral Scler. 2011 Jan;12(1):76-8 – reference: 20864047 - Lancet Neurol. 2010 Oct;9(10):949-50; author reply 950-1 – reference: 18250315 - Proc Natl Acad Sci U S A. 2008 Feb 12;105(6):2052-7  | 
    
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| Snippet | The experiences of patients who try drugs that aren't approved for their disease have the potential to be mined for insights into drug efficacy. Wicks
et al
.... Patients with serious diseases may experiment with drugs that have not received regulatory approval. Online patient communities structured around quantitative...  | 
    
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| SubjectTerms | 631/114/2401 631/378/1689/1285 692/700/565/1436 Agriculture Algorithms Amyotrophic lateral sclerosis Amyotrophic Lateral Sclerosis - drug therapy analysis Bioinformatics Biological and medical sciences Biomedical and Life Sciences Biomedical Engineering/Biotechnology Biomedicine Biotechnology Care and treatment Case-Control Studies Clinical trials Control algorithms Drug therapy Female Fundamental and applied biological sciences. Psychology General aspects Health aspects Humans Internet Life Sciences Lithium Lithium carbonate Lithium Carbonate - blood Lithium Carbonate - therapeutic use Male Mathematics in biology. Statistical analysis. Models. Metrology. Data processing in biology (general aspects) Middle Aged Observational studies Online health care information services Riluzole - administration & dosage Risk Factors Self Report Sex Distribution Treatment Outcome  | 
    
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| Title | Accelerated clinical discovery using self-reported patient data collected online and a patient-matching algorithm | 
    
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