Glucose-lowering medications and the risk of cancer: A methodological review of studies based on real-world data

被引:18
作者
Bykov, Katsiaryna [1 ,2 ]
He, Mengdong [1 ,2 ]
Franklin, Jessica M. [1 ,2 ]
Garry, Elizabeth M. [3 ]
Seeger, John D. [4 ]
Patorno, Elisabetta [1 ,2 ]
机构
[1] Brigham & Womens Hosp, Dept Med, Div Pharmacoepidemiol & Pharmacoecon, 75 Francis St, Boston, MA 02115 USA
[2] Harvard Med Sch, Boston, MA 02115 USA
[3] Aetion Inc, Sci, Boston, MA USA
[4] Optum Epidemiol, Boston, MA USA
关键词
bias; cancer; epidemiological methods; glucose-lowering medications; review; PROPENSITY SCORE METHODS; INSULIN ANALOGS; METFORMIN; ASSOCIATION; MORTALITY; THERAPY; TRIALS; BIAS;
D O I
10.1111/dom.13766
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aim To review the methodology of observational studies examining the association between glucose-lowering medications and cancer to identify the most common methodological challenges and sources of bias. Methods We searched PubMed systematically to identify observational studies on glucose-lowering medications and cancer published between January 2000 and January 2016. We assessed the design and analytical methods used in each study, with a focus on their ability to achieve study validity, and further evaluated the prevalence of major methodological choices over time. Results Of 155 studies evaluated, only 26% implemented a new-user design, 41% used an active comparator, 33% implemented a lag or latency period, and 51% adjusted for diabetes duration. Potential for immortal person-time bias was identified in 63% of the studies; 55% of the studies adjusted for variables measured during the follow-up without appropriate statistical methods. Aside from a decreasing trend in adjusting for variables measured during the follow-up, we observed no trends in methodological choices over time. Conclusions The prevalence of well-known design and analysis flaws that may lead to biased results remains high among observational studies on glucose-lowering medications and cancer, limiting the conclusions that can be drawn from these studies. Avoiding known pitfalls could substantially improve the quality and validity of real-world evidence in this field.
引用
收藏
页码:2029 / 2038
页数:10
相关论文
共 39 条
[1]  
[Anonymous], 2008, Modern epidemiology
[2]  
Arana A, 2011, EPIDEMIOLOGY, V22, P876, DOI [10.1097/EDE.0b013e3182093a0f, 10.1097/EDE.0b013e31823198fc]
[3]   Use of Antidiabetic Agents and the Risk of Pancreatic Cancer: A Case-Control Analysis [J].
Bodmer, Michael ;
Becker, Claudia ;
Meier, Christian ;
Jick, Susan S. ;
Meier, Christoph R. .
AMERICAN JOURNAL OF GASTROENTEROLOGY, 2012, 107 (04) :620-626
[4]   Randomised controlled trials and population-based observational research: partners in the evolution of medical evidence [J].
Booth, C. M. ;
Tannock, I. F. .
BRITISH JOURNAL OF CANCER, 2014, 110 (03) :551-555
[5]   The Association of Basal Insulin Glargine and/or n-3 Fatty Acids With Incident Cancers in Patients With Dysglycemia [J].
Bordeleau, Louise ;
Yakubovich, Natalia ;
Dagenais, Gilles R. ;
Rosenstock, Julio ;
Probstfield, Jeffrey ;
Yu, Pan Chang ;
Ryden, Lars E. ;
Pirags, Valdis ;
Spinas, Giatgen A. ;
Birkeland, Kare I. ;
Ratner, Robert E. ;
Marin-Neto, Jose A. ;
Keltai, Matyas ;
Riddle, Matthew C. ;
Bosch, Jackie ;
Yusuf, Salim ;
Gerstein, Hertzel C. .
DIABETES CARE, 2014, 37 (05) :1360-1366
[6]   Increased cancer-related mortality for patients with type 2 diabetes who use sulforrylureas or insulin [J].
Bowker, SL ;
Majumdar, SR ;
Veugelers, P ;
Johnson, JA .
DIABETES CARE, 2006, 29 (02) :254-258
[7]   Adherence to lipid-lowering therapy and the use of preventive health services: An investigation of the healthy user effect [J].
Brookhart, M. Alan ;
Patrick, Amanda R. ;
Dormuth, Colin ;
Avorn, Jerry ;
Shrank, William ;
Cadarette, Suzanne M. ;
Solomon, Daniel H. .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 2007, 166 (03) :348-354
[8]   Propensity Score Methods for Confounding Control in Nonexperimental Research [J].
Brookhart, M. Alan ;
Wyss, Richard ;
Layton, J. Bradley ;
Stuerner, Til .
CIRCULATION-CARDIOVASCULAR QUALITY AND OUTCOMES, 2013, 6 (05) :604-611
[9]   Real-World Evidence and Real-World Data for Evaluating Drug Safety and Effectiveness [J].
Corrigan-Curay, Jacqueline ;
Sacks, Leonard ;
Woodcock, Janet .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (09) :867-868
[10]   The influence of glucose-lowering therapies on cancer risk in type 2 diabetes [J].
Currie, C. J. ;
Poole, C. D. ;
Gale, E. A. M. .
DIABETOLOGIA, 2009, 52 (09) :1766-1777