Cargando…
A point-of-care clinical trial comparing insulin administered using a sliding scale versus a weight-based regimen
Background Clinical trials are widely considered the gold standard in comparative effectiveness research (CER) but the high cost and complexity of traditional trials and concerns about generalizability to broad patient populations and general clinical practice limit their appeal. Unsuccessful implem...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2011
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3195898/ https://www.ncbi.nlm.nih.gov/pubmed/21478329 http://dx.doi.org/10.1177/1740774511398368 |
_version_ | 1782214176294305792 |
---|---|
author | Fiore, Louis D Brophy, Mary Ferguson, Ryan E D’Avolio, Leonard Hermos, John A Lew, Robert A Doros, Gheorghe Conrad, Chester H O’Neil, Joseph A (“Gus”) Sabin, Thomas P Kaufman, James Swartz, Stephen L Lawler, Elizabeth Liang, Matthew H Gaziano, J Michael Lavori, Philip W |
author_facet | Fiore, Louis D Brophy, Mary Ferguson, Ryan E D’Avolio, Leonard Hermos, John A Lew, Robert A Doros, Gheorghe Conrad, Chester H O’Neil, Joseph A (“Gus”) Sabin, Thomas P Kaufman, James Swartz, Stephen L Lawler, Elizabeth Liang, Matthew H Gaziano, J Michael Lavori, Philip W |
author_sort | Fiore, Louis D |
collection | PubMed |
description | Background Clinical trials are widely considered the gold standard in comparative effectiveness research (CER) but the high cost and complexity of traditional trials and concerns about generalizability to broad patient populations and general clinical practice limit their appeal. Unsuccessful implementation of CER results limits the value of even the highest quality trials. Planning for a trial comparing two standard strategies of insulin administration for hospitalized patients led us to develop a new method for a clinical trial designed to be embedded directly into the clinical care setting thereby lowering the cost, increasing the pragmatic nature of the overall trial, strengthening implementation, and creating an integrated environment of research-based care. Purpose We describe a novel randomized clinical trial that uses the informatics and statistics infrastructure of the Veterans Affairs Healthcare System (VA) to illustrate one key component (called the point-of-care clinical trial – POC-CT) of a ‘learning healthcare system,’ and settles a clinical question of interest to the VA. Methods This study is an open-label, randomized trial comparing sliding scale regular insulin to a weight-based regimen for control of hyperglycemia, using the primary outcome length of stay, in non-ICU inpatients within the northeast region of the VA. All non-ICU patients who require in-hospital insulin therapy are eligible for the trial, and the VA’s automated systems will be used to assess eligibility and present the possibility of randomization to the clinician at the point of care. Clinicians will indicate their approval for informed consent to be obtained by study staff. Adaptive randomization will assign up to 3000 patients, preferentially to the currently ‘winning’ strategy, and all care will proceed according to usual practices. Based on a Bayesian stopping rule, the study has acceptable frequentist operating characteristics (Type I error 6%, power 86%) against a 12% reduction of median length of stay from 5 to 4.4 days. The adaptive stopping rule promotes implementation of a successful treatment strategy. Limitations Despite clinical equipoise, individual healthcare providers may have strong treatment preferences that jeopardize the success and implementation of the trial design, leading to low rates of randomization. Unblinded treatment assignment may bias results. In addition, generalization of clinical results to other healthcare systems may be limited by differences in patient population. Generalizability of the POC-CT method depends on the level of informatics and statistics infrastructure available to a healthcare system. Conclusions The methods proposed will demonstrate outcome-based evaluation of control of hyperglycemia in hospitalized veterans. By institutionalizing a process of statistically sound and efficient learning, and by integrating that learning with automatic implementation of best practice, the participating VA Healthcare Systems will accelerate improvements in the effectiveness of care. |
format | Online Article Text |
id | pubmed-3195898 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-31958982011-10-31 A point-of-care clinical trial comparing insulin administered using a sliding scale versus a weight-based regimen Fiore, Louis D Brophy, Mary Ferguson, Ryan E D’Avolio, Leonard Hermos, John A Lew, Robert A Doros, Gheorghe Conrad, Chester H O’Neil, Joseph A (“Gus”) Sabin, Thomas P Kaufman, James Swartz, Stephen L Lawler, Elizabeth Liang, Matthew H Gaziano, J Michael Lavori, Philip W Clin Trials Design Background Clinical trials are widely considered the gold standard in comparative effectiveness research (CER) but the high cost and complexity of traditional trials and concerns about generalizability to broad patient populations and general clinical practice limit their appeal. Unsuccessful implementation of CER results limits the value of even the highest quality trials. Planning for a trial comparing two standard strategies of insulin administration for hospitalized patients led us to develop a new method for a clinical trial designed to be embedded directly into the clinical care setting thereby lowering the cost, increasing the pragmatic nature of the overall trial, strengthening implementation, and creating an integrated environment of research-based care. Purpose We describe a novel randomized clinical trial that uses the informatics and statistics infrastructure of the Veterans Affairs Healthcare System (VA) to illustrate one key component (called the point-of-care clinical trial – POC-CT) of a ‘learning healthcare system,’ and settles a clinical question of interest to the VA. Methods This study is an open-label, randomized trial comparing sliding scale regular insulin to a weight-based regimen for control of hyperglycemia, using the primary outcome length of stay, in non-ICU inpatients within the northeast region of the VA. All non-ICU patients who require in-hospital insulin therapy are eligible for the trial, and the VA’s automated systems will be used to assess eligibility and present the possibility of randomization to the clinician at the point of care. Clinicians will indicate their approval for informed consent to be obtained by study staff. Adaptive randomization will assign up to 3000 patients, preferentially to the currently ‘winning’ strategy, and all care will proceed according to usual practices. Based on a Bayesian stopping rule, the study has acceptable frequentist operating characteristics (Type I error 6%, power 86%) against a 12% reduction of median length of stay from 5 to 4.4 days. The adaptive stopping rule promotes implementation of a successful treatment strategy. Limitations Despite clinical equipoise, individual healthcare providers may have strong treatment preferences that jeopardize the success and implementation of the trial design, leading to low rates of randomization. Unblinded treatment assignment may bias results. In addition, generalization of clinical results to other healthcare systems may be limited by differences in patient population. Generalizability of the POC-CT method depends on the level of informatics and statistics infrastructure available to a healthcare system. Conclusions The methods proposed will demonstrate outcome-based evaluation of control of hyperglycemia in hospitalized veterans. By institutionalizing a process of statistically sound and efficient learning, and by integrating that learning with automatic implementation of best practice, the participating VA Healthcare Systems will accelerate improvements in the effectiveness of care. SAGE Publications 2011-04 /pmc/articles/PMC3195898/ /pubmed/21478329 http://dx.doi.org/10.1177/1740774511398368 Text en © The Author(s), 2011. Reprints and permissions: http://www.sagepub.co.uk/journalsPermissions.nav http://creativecommons.org/licenses/by/2.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Design Fiore, Louis D Brophy, Mary Ferguson, Ryan E D’Avolio, Leonard Hermos, John A Lew, Robert A Doros, Gheorghe Conrad, Chester H O’Neil, Joseph A (“Gus”) Sabin, Thomas P Kaufman, James Swartz, Stephen L Lawler, Elizabeth Liang, Matthew H Gaziano, J Michael Lavori, Philip W A point-of-care clinical trial comparing insulin administered using a sliding scale versus a weight-based regimen |
title | A point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
title_full | A point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
title_fullStr | A point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
title_full_unstemmed | A point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
title_short | A point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
title_sort | point-of-care clinical trial comparing insulin administered using a
sliding scale versus a weight-based regimen |
topic | Design |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3195898/ https://www.ncbi.nlm.nih.gov/pubmed/21478329 http://dx.doi.org/10.1177/1740774511398368 |
work_keys_str_mv | AT fiorelouisd apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT brophymary apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT fergusonryane apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT davolioleonard apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT hermosjohna apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lewroberta apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT dorosgheorghe apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT conradchesterh apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT oneiljosephagus apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT sabinthomasp apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT kaufmanjames apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT swartzstephenl apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lawlerelizabeth apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT liangmatthewh apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT gazianojmichael apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lavoriphilipw apointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT fiorelouisd pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT brophymary pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT fergusonryane pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT davolioleonard pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT hermosjohna pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lewroberta pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT dorosgheorghe pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT conradchesterh pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT oneiljosephagus pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT sabinthomasp pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT kaufmanjames pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT swartzstephenl pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lawlerelizabeth pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT liangmatthewh pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT gazianojmichael pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen AT lavoriphilipw pointofcareclinicaltrialcomparinginsulinadministeredusingaslidingscaleversusaweightbasedregimen |