Performance of a computable phenotype for identification of patients with diabetes within PCORnet: The Patient-Centered Clinical Research Network.

Abstract:

PURPOSE:PCORnet, the National Patient-Centered Clinical Research Network, represents an innovative system for the conduct of observational and pragmatic studies. We describe the identification and validation of a retrospective cohort of patients with type 2 diabetes (T2DM) from four PCORnet sites. METHODS:We adapted existing computable phenotypes (CP) for the identification of patients with T2DM and evaluated their performance across four PCORnet sites (2012-2016). Patients entered the cohort on the earliest date they met one of three CP categories: (CP1) coded T2DM diagnosis (ICD-9/ICD-10) and an antidiabetic prescription, (CP2) diagnosis and glycosylated hemoglobin (HbA1c) ≥6.5%, or (CP3) an antidiabetic prescription and HbA1c ≥6.5%. We required evidence of health care utilization in each of the 2 prior years for each patient, as we also developed an incident T2DM CP to identify the subset of patients without documentation of T2DM in the 365 days before t0 . Among a systematic sample of patients, we calculated the positive predictive value (PPV) for the T2DM CP and incident-T2DM CP using electronic health record (EHR) review as reference. RESULTS:The CP identified 50 657 patients with T2DM. The PPV of patients randomly selected for validation was 96.2% (n = 1572; CI:95.1-97.0) and was consistently high across sites. The PPV for the incident-T2DM CP was 5.8% (CI:4.5-7.5). CONCLUSIONS:The T2DM CP accurately and efficiently identified patients with T2DM across multiple sites that participate in PCORnet, although the incident T2DM CP requires further study. PCORnet is a valuable data source for future epidemiological and comparative effectiveness research among patients with T2DM.

authors

Wiese AD,Roumie CL,Buse JB,Guzman H,Bradford R,Zalimeni E,Knoepp P,Morris HL,Donahoo WT,Fanous N,Epstein BF,Katalenich BL,Ayala SG,Cook MM,Worley KJ,Bachmann KN,Grijalva CG,Rothman RL,Chakkalakal RJ

doi

10.1002/pds.4718

subject

Has Abstract

pub_date

2019-05-01 00:00:00

pages

632-639

issue

5

eissn

1053-8569

issn

1099-1557

journal_volume

28

pub_type

杂志文章
  • A method for data-driven exploration to pinpoint key features in medical data and facilitate expert review.

    abstract:PURPOSE:To develop a method for data-driven exploration in pharmacovigilance and illustrate its use by identifying the key features of individual case safety reports related to medication errors. METHODS:We propose vigiPoint, a method that contrasts the relative frequency of covariate values in a data subset of intere...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.4285

    authors: Juhlin K,Star K,Norén GN

    更新日期:2017-10-01 00:00:00

  • Treatment with montelukast and antidepressive medication-a symmetry analysis.

    abstract:PURPOSE:Leukotriene receptor antagonists are used in asthma and rhinitis treatment. Pharmacovigilance data have suggested an association between montelukast and depression, but the association has not been established in controlled study designs. We described the association between initiation of montelukast and depres...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.4638

    authors: Winkel JS,Damkier P,Hallas J,Henriksen DP

    更新日期:2018-12-01 00:00:00

  • Report of the UK DURG regional meeting on New Horizons in Pharmacovigilance.

    abstract::The UK Drug Utilization Research Group's (DURG) Regional Meeting 'New Horizons: Pharmacovigilance' was hosted by the Drug Safety Research Unit (DSRU) at Southampton on 19 May 2000. Opening the meeting, Dr Keith Beard, UK DURG chairman, welcomed delegates and speakers and thanked the DSRU team for hosting the meeting. ...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/1099-1557(200009/10)9:5<429::AID-PDS528>3.

    authors: Barnes J

    更新日期:2000-09-01 00:00:00

  • Global benefit-risk analysis of adjunctive aripiprazole in the treatment of patients with major depressive disorder.

    abstract:OBJECTIVE:This study quantified the overall merit of adjunctive aripiprazole in major depressive disorder (MDD). METHODS:Global benefit-risk (GBR) analysis quantified the benefit and risk differences between adjunctive aripiprazole and antidepressant (ADT) monotherapy. Three hundred and fifty six patients receiving AD...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.1805

    authors: Wisniewski SR,Chen CC,Kim E,Kan HJ,Guo Z,Carlson BX,Tran QV,Pikalov A

    更新日期:2009-10-01 00:00:00

  • Validation of claims-based algorithms for identification of high-grade cervical dysplasia and cervical cancer.

    abstract:BACKGROUND:High-grade cervical dysplasia or cervical intraepithelial neoplasia grade 2 or worse has been widely used as a surrogate endpoint in cervical cancer screening or prevention trials. METHODS:To identify high-grade cervical dysplasia and cervical cancer, we developed claims-based algorithms that incorporated a...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3520

    authors: Kim SC,Gillet VG,Feldman S,Lii H,Toh S,Brown JS,Katz JN,Solomon DH,Schneeweiss S

    更新日期:2013-11-01 00:00:00

  • Impact of a drug safety communication on the severity of benzonatate exposures reported to poison centers.

    abstract:PURPOSE:Identify if publication of the 2010 drug safety communication (DSC) regarding benzonatate was associated with a decrease in the incidence of severe benzonatate poisonings reported to United States poison centers. METHODS:This retrospective database study utilized the National Poison Data System to compare the ...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.5136

    authors: Leonard JB,Seung H,Klein-Schwartz W

    更新日期:2021-01-01 00:00:00

  • The use of medications with anticholinergic properties and risk factors for their use in hospitalised elderly patients.

    abstract:PURPOSE:The aims of the present study were to evaluate the use of drugs with anticholinergic properties in elderly patients and to identify risk factors that increase the patient's chance of being given such medications. METHODS:The study was performed on a sample of 1636 patients aged ≥65 years hospitalised during th...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.2169

    authors: Wawruch M,Macugova A,Kostkova L,Luha J,Dukat A,Murin J,Drobna V,Wilton L,Kuzelova M

    更新日期:2012-02-01 00:00:00

  • Variations and determinants of antibiotic consumption in Hungarian adult intensive care units.

    abstract:PURPOSE:The aim of this work was to study the use of systemic antibacterials and its possible determinants in Hungarian intensive care units (ICUs). METHODS:Hospital pharmacy. departments provided package level dispensing data for their corresponding ICU (2006). Data were converted into defined daily doses (DDDs) and ...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.2192

    authors: Benko R,Matuz M,Peto Z,Bogár L,Viola R,Doró P,Soós G,Hajdú E

    更新日期:2012-01-01 00:00:00

  • Comparison of the ability of double-robust estimators to correct bias in propensity score matching analysis. A Monte Carlo simulation study.

    abstract:OBJECTIVE:As covariates are not always adequately balanced after propensity score matching and double- adjustment can be used to remove residual confounding, we compared the performance of several double-robust estimators in different scenarios. METHODS:We conducted a series of Monte Carlo simulations on virtual obser...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.4325

    authors: Nguyen TL,Collins GS,Spence J,Devereaux PJ,Daurès JP,Landais P,Le Manach Y

    更新日期:2017-12-01 00:00:00

  • Cerebral haemorrhage induced by warfarin - the influence of drug-drug interactions.

    abstract:PURPOSE:To evaluate the frequency, severity and preventability of warfarin-induced cerebral haemorrhages due to warfarin and warfarin-drug interactions in patients living in the county of Ostergötland, Sweden. METHODS:All patients with a diagnosed cerebral haemorrhage at three hospitals during the period 2000-2002 wer...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.1291

    authors: Jönsson AK,Spigset O,Jacobsson I,Hägg S

    更新日期:2007-03-01 00:00:00

  • Risk of local adverse events by gender following cardiac catheterization.

    abstract:PURPOSE:To assess the reason for the relative high risk of local complications for women following cardiac catheterization by evaluating the associations between gender, sheath size, and local adverse outcomes following cardiac catheterization. METHODS:The data used in this study were obtained from a portion of the Am...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,多中心研究

    doi:10.1002/pds.1307

    authors: Tavris DR,Gallauresi BA,Dey S,Brindis R,Mitchel K

    更新日期:2007-02-01 00:00:00

  • Trends in potentially inappropriate medication prescribing to nursing home patients: comparison of three cross-sectional studies.

    abstract:PURPOSE:The aim of this study was to examine trends in potentially inappropriate medication (PIM) prescribing in Norwegian nursing homes. METHODS:Patients aged ≥70 years were included from three cross-sectional studies conducted in 1997, 2005 and 2011. PIMs were analyzed according to the Norwegian General Practice-Nur...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.4142

    authors: Halvorsen KH,Selbaek G,Ruths S

    更新日期:2017-02-01 00:00:00

  • Evaluation of the representativeness of a Dutch non-malformed control group for the general pregnant population: are these controls useful for EUROCAT?

    abstract:PURPOSE:A case-control study is the most powerful design to test the risk of specific congenital malformations associated with a specific drug. However, malformation registries often lack non-malformed controls. For the Dutch EUROCAT, we collected a non-malformed control group: the 'Healthy Pregnant'. The aim of this s...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.2254

    authors: Jentink J,Zetstra-van der Woude AP,Bos J,de Jong-van den Berg LT

    更新日期:2011-11-01 00:00:00

  • An algorithm to derive a numerical daily dose from unstructured text dosage instructions.

    abstract:PURPOSE:The General Practice Research Database (GPRD) is a database of longitudinal patient records from general practices in the United Kingdom. It is an important data source for pharmacoepidemiology studies, but until now it has been tedious to calculate the daily dose and duration of exposure to drugs prescribed. T...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.1151

    authors: Shah AD,Martinez C

    更新日期:2006-03-01 00:00:00

  • In utero beta-2-adrenergic agonists exposure and risk of epilepsy: A Danish nationwide population-based cohort study.

    abstract:PURPOSE:To examine the association between maternal use of beta-2-adrenergic agonists (β2AAs) and the risk of epilepsy in offspring. METHODS:A nationwide retrospective cohort study was performed based on Danish registries. Children of mothers who used β2AAs during pregnancy were allocated to the exposed group and othe...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.4648

    authors: Chen J,Liang H,Miao M,Su X,Yang F,Thomsen RW,Yuan W,Li J

    更新日期:2018-11-01 00:00:00

  • Methodological gaps in the assessment of risk minimization interventions: a systematic review.

    abstract:INTRODUCTION:Since the introduction of therapeutic risk management regulatory guidance, an increase in the number of risk minimization interventions (RMIs) published in the literature has been observed. Methods used to evaluate their effectiveness remain, however, poorly examined. OBJECTIVE:This paper aimed to conduct...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,评审

    doi:10.1002/pds.3596

    authors: Gridchyna I,Cloutier AM,Nkeng L,Craig C,Frise S,Moride Y

    更新日期:2014-06-01 00:00:00

  • Opioid analgesic prescribing in Australia: a focus on gender and age.

    abstract:PURPOSE:The use of prescription opioid analgesics has been increasing over the last few decades in Australia. In particular, oxycodone and fentanyl have increased substantially. We examined the gender and age trends in the prescribing of subsidised opioid analgesics in the Australian population for non-palliative care ...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3767

    authors: Hollingworth SA,Gray PD,Hall WD,Najman JM

    更新日期:2015-06-01 00:00:00

  • Using fractional polynomials to model the effect of cumulative duration of exposure on outcomes: applications to cohort and nested case-control designs.

    abstract:PURPOSE:Determining the nature of the relationship between cumulative duration of exposure to an agent and the hazard of an adverse outcome is an important issue in environmental and occupational epidemiology, public health and clinical medicine. The Cox proportional hazards regression model can incorporate time-depend...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3607

    authors: Austin PC,Park-Wyllie LY,Juurlink DN

    更新日期:2014-08-01 00:00:00

  • Validity and completeness of the General Practice Research Database for studies of inflammatory bowel disease.

    abstract:PURPOSE:The objective of this study was to evaluate the validity and completeness of the General Practice Research Database (GPRD) as a tool for research into inflammatory bowel disease epidemiology. METHODS:Patients diagnosed with inflammatory bowel disease were identified from GPRD. Mailed surveys were sent to the g...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.698

    authors: Lewis JD,Brensinger C,Bilker WB,Strom BL

    更新日期:2002-04-01 00:00:00

  • A systematic review of validated methods for identifying transfusion-related ABO incompatibility reactions using administrative and claims data.

    abstract:PURPOSE:This paper aimed to systematically review algorithms to identify transfusion-related ABO incompatibility reactions in administrative data, with a focus on studies that have examined the validity of the algorithms. METHODS:A literature search was conducted using PubMed, Iowa Drug Information Service database, a...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,评审

    doi:10.1002/pds.2325

    authors: Carnahan RM,Kee VR

    更新日期:2012-01-01 00:00:00

  • A critical review of methods to evaluate the impact of FDA regulatory actions.

    abstract:PURPOSE:To conduct a synthesis of the literature on methods to evaluate the impacts of FDA regulatory actions and identify best practices for future evaluations. METHODS:We searched MEDLINE for manuscripts published between January 1948 and August 2011 that included terms related to FDA, regulatory actions, and empiri...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,评审

    doi:10.1002/pds.3480

    authors: Briesacher BA,Soumerai SB,Zhang F,Toh S,Andrade SE,Wagner JL,Shoaibi A,Gurwitz JH

    更新日期:2013-09-01 00:00:00

  • Assessing the impact of unmeasured confounders for credible and reliable real-world evidence.

    abstract:PURPOSE:We review statistical methods for assessing the possible impact of bias due to unmeasured confounding in real world data analysis and provide detailed recommendations for choosing among the methods. METHODS:By updating an earlier systematic review, we summarize modern statistical best practices for evaluating ...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,评审

    doi:10.1002/pds.5117

    authors: Zhang X,Stamey JD,Mathur MB

    更新日期:2020-10-01 00:00:00

  • Vaccines and changes in coagulation parameters in adults on chronic warfarin therapy: a cohort study.

    abstract:PURPOSE:Warfarin is commonly used among patients who receive influenza, pneumococcal, and tetanus and diphtheria toxoid vaccines, and persons on warfarin therapy may also receive Hepatitis A vaccine. There has been concern that vaccinations could potentially alter coagulation parameters in patients on warfarin therapy....

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.1386

    authors: Jackson ML,Nelson JC,Chen RT,Davis RL,Jackson LA,Vaccine Safety Datalink investigators.

    更新日期:2007-07-01 00:00:00

  • Association between drug-specific indicators of prescribing quality and quality of drug treatment: a validation study.

    abstract:PURPOSE:To evaluate the concurrent validity of three European sets of drug-specific indicators of prescribing quality METHODS:In 200 hip fracture patients (≥65 years), consecutively recruited to a randomized controlled study in Sahlgrenska University Hospital in 2009, quality of drug treatment at study entry was asses...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,随机对照试验

    doi:10.1002/pds.3827

    authors: Wallerstedt SM,Belfrage B,Fastbom J

    更新日期:2015-09-01 00:00:00

  • Evaluation of total hip arthroplasty devices using a total joint replacement registry.

    abstract:PURPOSE:The purpose of this paper is to describe the infrastructure of the total joint replacement registry of a large integrated healthcare system's and emphasize challenges associated with orthopedic device classification and evaluation. METHODS:Using a large integrated healthcare system innovative infrastructure in...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3228

    authors: Paxton EW,Ake CF,Inacio MC,Khatod M,Marinac-Dabic D,Sedrakyan A

    更新日期:2012-05-01 00:00:00

  • Methods for time-varying exposure related problems in pharmacoepidemiology: An overview.

    abstract:PURPOSE:Lack of control for time-varying exposures can lead to substantial bias in estimates of treatment effects. The aim of this study is to provide an overview and guidance on some of the available methodologies used to address problems related to time-varying exposure and confounding in pharmacoepidemiology and oth...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章,评审

    doi:10.1002/pds.4372

    authors: Pazzagli L,Linder M,Zhang M,Vago E,Stang P,Myers D,Andersen M,Bahmanyar S

    更新日期:2018-02-01 00:00:00

  • Impact of cancer-related fatigue on chemotherapy-induced nausea and vomiting in Asian cancer patients.

    abstract:INTRODUCTION:Cancer-related fatigue (CRF) has been suggested to be associated with the occurrence of chemotherapy-induced nausea and vomiting (CINV). This study aims to evaluate the potential of CRF in predicting the occurrence of CINV. METHOD:This is a prospective, observational study. Recruited patients received mod...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3516

    authors: Poon KS,Un MK,Low XH,Cheung YT,Yap KY,Chan A

    更新日期:2013-12-01 00:00:00

  • Systems for evaluation of new drugs in the United Kingdom.

    abstract::The cost of drugs represents 10% of the National Health Service (NHS) budget in the UK and this fraction is increasing. Because the NHS is centrally funded and because there is a budgetary limit, prioritization in health care is required. The National Institute for Clinical Excellence in England and Wales and the Heal...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.596

    authors: Beard K

    更新日期:2001-08-01 00:00:00

  • A detection algorithm for drug-induced liver injury in medical information databases using the Japanese diagnostic scale and its comparison with the Council for International Organizations of Medical Sciences/the Roussel Uclaf Causality Assessment Method

    abstract:PURPOSE:Drug-induced liver injury (DILI) is one of the primary targets for pharmacovigilance using medical information databases (MIDs). Because of diagnostic complexity, a standardized method for identifying DILI using MIDs has not yet been established. We applied the Digestive Disease Week Japan 2004 (DDW-J) scale, a...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.3603

    authors: Hanatani T,Sai K,Tohkin M,Segawa K,Kimura M,Hori K,Kawakami J,Saito Y

    更新日期:2014-09-01 00:00:00

  • Conducting pharmacoepidemiologic research in Denmark.

    abstract::Denmark has one of the worlds most comprehensive registration of its citizens' use of medical and social services. Most databases are population-based and of very high quality. Virtually all employ a mutual person identifier, which renders it technically possible to link any of them with others. There are two prescrip...

    journal_title:Pharmacoepidemiology and drug safety

    pub_type: 杂志文章

    doi:10.1002/pds.638

    authors: Hallas J

    更新日期:2001-12-01 00:00:00