ArticleJAMA2019
Association of Patient Characteristics and Tumor Genomics With Clinical Outcomes Among Patients With Non-Small Cell Lung Cancer Using a Clinicogenomic Database.
Article in JAMA, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT05853887 (iNUDGE), which is not on this map. Cited by 346 papers, 1 of them a synthesis that pooled it.
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.
iNUDGE: INtegration of liqUiD Biopsy Based Next Generation Gene sEquencing in Newly Diagnosed NSCLC - A Stepped Wedge Cluster Randomized Clinical Trial
Who cites it
346 citing papers in PubMed, 1 synthesis or guideline pooled it, 551 citations in OpenAlex.
- Diagnostic accuracy of next-generation sequencing (NGS) for identifying actionable mutations in advanced non-small cell lung cancer: Systematic Review and Meta-Analysis.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Pooled it
- LRP1b Loss Predicts Sensitivity to Immunotherapy in Patients with NSCLC: An Analysis of the Phase III CheckMate-026 Randomized Trial.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025Trial
- Mismatch repair deficiency, next-generation sequencing-based microsatellite instability, and tumor mutational burden as predictive biomarkers for immune checkpoint inhibitor effectiveness in frontline treatment of advanced stage endometrial cancer.International journal of gynecological cancer : official journal of the International Gynecological Cancer Society · 2023Trial
- The Role of PD-L1 in Treatment Decision-Making for Perioperative EGFR-Mutated Lung Cancer and its Genomic Analysis.Annals of surgical oncology · 2026Article
- Clinical Outcomes Associated with Single STK11 Mutations and Those Co-occurring with KEAP1 and KRAS Mutations in Metastatic Non-Small Cell Lung Cancer.Advances in therapy · 2026Article
- Role of ctDNA Tumor Fraction in Selecting Immunotherapy-Based Regimens in Advanced Non-Small Cell Lung Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- Real-world estrogen receptor alpha 1 (ESR1) testing patterns and results for ER+/HER2- metastatic breast cancer in the United States, 2018-2024.Breast cancer research and treatment · 2026Observational
- First-line versus second-line use of selpercatinib in treatment of RET fusion-positive advanced non-small cell lung cancer: a cost-effectiveness analysis.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Article
- Modality-specific survival outcomes of biomarker-matched therapy in unresected non-small cell lung cancer: a clinicogenomic cohort study.Translational lung cancer research · 2026Article
- SPEN inactivation drives resistance to androgen receptor pathway inhibitors in metastatic prostate cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- Clinical harm from failure to deploy personalized medicine for patients with metastatic non-small cell lung cancer.Journal of managed care & specialty pharmacy · 2026Article
- Biomarker testing patterns among patients newly diagnosed with metastatic non-small cell lung cancer, prostate cancer, and bladder cancer.The oncologist · 2026Article
- Article
- The Pan-Tumor Landscape of Gene Amplifications and Copy Number Amplification Ratio for Established and Emerging Clinical Targets.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- TFAP2A-Induced Upregulation of LncRNA NUTM2A-AS1 Promotes LUAD Progression Through a miR-409-5p/SLC35F2 Regulatory Axis.Journal of cellular and molecular medicine · 2026Article
- Genomic determinants and an exploratory prognostic model for immunotherapy outcomes in recurrent or metastatic cervical cancer.The oncologist · 2026Article
- Real-World Patient Characteristics, Mutational Landscape, and Outcomes in Advanced/MetastaticJCO precision oncology · 2026Observational
- Ultra-high tumor mutation burden breast cancer: genomic profiling and real-world immunotherapy results.NPJ breast cancer · 2026Article
- Article
- Homozygous Loss of Recombination Repair Genes and Poly ADP-Ribose Polymerase Inhibitor Benefit for Patients With Ovarian Cancer.JCO precision oncology · 2026Article
286 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
- Commented on by
- Commented on by
- Erratum issued
Authors and funding
28 authors at 6 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: Data sets linking comprehensive genomic profiling (CGP) to clinical outcomes may accelerate precision medicine. Objective: To assess whether a database that combines EHR-derived clinical data with CGP can identify and extend associations in non-small cell lung cancer (NSCLC). Design, Setting, and Participants: Clinical data from EHRs were linked with CGP results for 28 998 patients from 275 US oncology practices. Among 4064 patients with NSCLC, exploratory associations between tumor genomics and patient characteristics with clinical outcomes were conducted, with data obtained between January 1, 2011, and January 1, 2018. Exposures: Tumor CGP, including presence of a driver alteration (a pathogenic or likely pathogenic alteration in a gene shown to drive tumor growth); tumor mutation burden (TMB), defined as the number of mutations per megabase; and clinical characteristics gathered from EHRs. Main Outcomes and Measures: Overall survival (OS), time receiving therapy, maximal therapy response (as documented by the treating physician in the EHR), and clinical benefit rate (fraction of patients with stable disease, partial response, or complete response) to therapy. Results: Among 4064 patients with NSCLC (median age, 66.0 years; 51.9% female), 3183 (78.3%) had a history of smoking, 3153 (77.6%) had nonsquamous cancer, and 871 (21.4%) had an alteration in EGFR, ALK, or ROS1 (701 [17.2%] with EGFR, 128 [3.1%] with ALK, and 42 [1.0%] with ROS1 alterations). There were 1946 deaths in 7 years. For patients with a driver alteration, improved OS was observed among those treated with (n = 575) vs not treated with (n = 560) targeted therapies (median, 18.6 months [95% CI, 15.2-21.7] vs 11.4 months [95% CI, 9.7-12.5] from advanced diagnosis; P < .001). TMB (in mutations/Mb) was significantly higher among smokers vs nonsmokers (8.7 [IQR, 4.4-14.8] vs 2.6 [IQR, 1.7-5.2]; P < .001) and significantly lower among patients with vs without an alteration in EGFR (3.5 [IQR, 1.76-6.1] vs 7.8 [IQR, 3.5-13.9]; P < .001), ALK (2.1 [IQR, 0.9-4.0] vs 7.0 [IQR, 3.5-13.0]; P < .001), RET (4.6 [IQR, 1.7-8.7] vs 7.0 [IQR, 2.6-13.0]; P = .004), or ROS1 (4.0 [IQR, 1.2-9.6] vs 7.0 [IQR, 2.6-13.0]; P = .03). In patients treated with anti-PD-1/PD-L1 therapies (n = 1290, 31.7%), TMB of 20 or more was significantly associated with improved OS from therapy initiation (16.8 months [95% CI, 11.6-24.9] vs 8.5 months [95% CI, 7.6-9.7]; P < .001), longer time receiving therapy (7.8 months [95% CI, 5.5-11.1] vs 3.3 months [95% CI, 2.8-3.7]; P < .001), and increased clinical benefit rate (80.7% vs 56.7%; P < .001) vs TMB less than 20. Conclusions and Relevance: Among patients with NSCLC included in a longitudinal database of clinical data linked to CGP results from routine care, exploratory analyses replicated previously described associations between clinical and genomic characteristics, between driver mutations and response to targeted therapy, and between TMB and response to immunotherapy. These findings demonstrate the feasibility of creating a clinicogenomic database derived from routine clinical experience and provide support for further research and discovery evaluating this approach in oncology.
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.