ArticleASIDE internal medicine2025
TriNetX and Real-World Evidence: A Critical Review of Its Strengths, Limitations, and Bias Considerations in Clinical Research.
Article in ASIDE internal medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
45 citing papers in PubMed.
- The Impact of Opioid-Related Disorder on Healthcare Resource Utilization Following Distal Radius Fracture Repair Surgery.Journal of hand surgery global online · 2026Article
- Cardioprotective effects of Sodium-Glucose cotransporter-2 inhibitors in patients undergoing ventricular tachycardia (VT) ablation: a propensity-matched cohort study.Journal of interventional cardiac electrophysiology : an international journal of arrhythmias and pacing · 2026Article
- Portal Vein Thrombosis Risk in Cirrhotic Patients With Portal Hypertension on Beta-Blockers: A Multi-Institutional Cohort Study.Liver international : official journal of the International Association for the Study of the Liver · 2026Article
- Gabapentin and cognitive impairment after traumatic brain injury: A multinational cohort of 49,925 patients.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2026Article
- When One Plus One Does Not Equal Two: Embracing the Dynamic and Living Nature of Real-World Evidence.International journal of rheumatic diseases · 2026Article
- Finerenone exposure and ischaemic stroke in patients with type 2 diabetes and chronic kidney disease: A propensity score-matched cohort study.Clinical medicine (London, England) · 2026Article
- Efficacy of tirzepatide versus SGLT2 inhibitors in metabolic dysfunction-associated steatotic liver disease (MASLD): a multicenter propensity-matched real-world study.Hepatology international · 2026Observational
- Comparative Efficacy of GLP-1 RAs Versus SGLT2 Inhibitors in Patients With Acute Myocardial Infarction Undergoing Percutaneous Coronary Intervention: A Multicenter Propensity Score-Matched Real-World Study.Catheterization and cardiovascular interventions : official journal of the Society for Cardiac Angiography & Interventions · 2026Observational
- Impact of Proton Pump Inhibitor Use on Outcomes Following Carotid Artery Stenting for Asymptomatic Carotid Stenosis: A Population-Based Cohort Study.The Kaohsiung journal of medical sciences · 2026Article
- Mapping TriNetX-Based Real-World Evidence Publications by Clinical Domain and Study Purpose, 2018-2025: A Bibliometric Analysis.Healthcare (Basel, Switzerland) · 2026Review
- C-reactive protein and 90-day adverse clinical outcomes in acute myocarditis: a retrospective database analysis of patients requiring hospitalisation.Open heart · 2026Observational
- Association Between Psoriasis and Prostate Cancer Risk in Men: A Retrospective Cohort Study.Journal of epidemiology and global health · 2026Article
- Tranexamic acid in high-risk shoulder arthroplasty patients: safety across thromboembolic, cardiac, renal, and neurologic risk profiles.Archives of orthopaedic and trauma surgery · 2026Article
- GLP-1-based therapy and ICD-10-documented heart failure or respiratory failure events in non-diabetic adults with rheumatoid arthritis and obesity: a TriNetX federated cohort study.Clinical rheumatology · 2026Article
- Cardiovascular and Cerebrovascular Outcomes Risk Reduction Associated With Semaglutide vs Tirzepatide: A Target Trial Emulation.JACC. Advances · 2026Article
- Cardiorenal outcomes of weight loss interventions in people with CKD and type 2 diabetes.Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association · 2026Article
- Comparative Real-World Outcomes of OnabotulinumtoxinA and CGRP Monoclonal Antibodies in Chronic Migraine.Journal of clinical medicine · 2026Article
- Non-tobacco nicotine dependence is associated with increased complications following clavicle open reduction internal fixation.Archives of orthopaedic and trauma surgery · 2026Article
- Article
- Safety and clinical impact of SGLT2 inhibitor in patients undergoing peritoneal dialysis: a target-trial emulation study.Clinical kidney journal · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
Introduction: The increasing utilization of real-world data platforms in medical research necessitates a comprehensive understanding of their methodological strengths and limitations. TriNetX has emerged as a significant platform for exploring large healthcare datasets. This review aims to critically evaluate the methodological framework and limitations of TriNetX, assess the impact of electronic health record coding accuracy on data reliability, and analyze the platform's capacity for generating generalizable real-world evidence in clinical research. Methods: We conducted a comprehensive review examining TriNetX's data architecture, quality metrics, and research applications, focusing on data integrity, platform architecture, and the external validity of research findings. Results: The analysis reveals significant methodological considerations. TriNetX's reliance on retrospective data introduces biases such as selection bias and confounding variables. The coding accuracy of electronic health records, which have not been independently validated, is a critical determinant of data reliability. The demographic representation is limited, affecting the generalizability of results. Discussion: Despite its extensive use, TriNetX's effective utilization requires careful consideration of its inherent limitations. The platform's data, predominantly from insured populations in academic and acute care settings, may not fully represent broader demographic groups. Addressing these methodological constraints is crucial for enhancing the reliability and applicability of research findings derived from TriNetX. Conclusions: TriNetX is a valuable resource for healthcare research. However, its limitations must be acknowledged, and future research should focus on standardizing data collection and enhancing data validation processes to mitigate platform-specific biases and improve the quality and applicability of the findings.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.