Real-world Evidence of Diagnostic Testing and Treatment Patterns in US Patients With Breast Cancer With Implications for Treatment Biomarkers From RNA Sequencing Data

被引:10
|
作者
Fernandes, Louis E. [1 ]
Epstein, Caroline G. [1 ]
Bobe, Alexandria M. [1 ]
Bell, Joshua S. K. [1 ]
Stumpe, Martin C. [1 ]
Salazar, Michael E. [1 ]
Salahudeen, Ameen A. [1 ]
Benito, Ruth A. Pe [1 ]
McCarter, Calvin [1 ]
Leibowitz, Benjamin D. [1 ]
Kase, Matthew [1 ]
Igartua, Catherine [1 ]
Huether, Robert [1 ]
Hafez, Ashraf [1 ]
Beaubier, Nike [1 ]
Axelson, Michael D. [1 ]
Pegram, Mark D. [2 ]
Sammons, Sarah L. [3 ]
O'Shaughnessy, Joyce A. [4 ,5 ]
Palmer, Gary A. [1 ]
机构
[1] Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
[2] Stanford Univ, Sch Med, Stanford Comprehens Canc Inst, Stanford, CA USA
[3] Duke Univ, Med Ctr, Dept Med, Durham, NC 27710 USA
[4] Baylor Univ, Med Ctr, Texas Oncol, Dallas, TX USA
[5] US Oncol, Dallas, TX USA
关键词
Clinicogenomic database; Electronic health records; HER2-targeted treatments; Pathway analysis; Transcriptome; SURVIVAL; COMBINATION; EXPRESSION; CARCINOMA; OUTCOMES; IMPACT; TRIAL;
D O I
10.1016/j.clbc.2020.11.012
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Longitudinal real-world data (RWD) from a large cohort of patients with breast cancer (n = 4000) were analyzed to test whether results were consistent with previous clinical studies and demonstrate real-world evidence validity. Then, whole-transcriptome sequencing was evaluated as a complementary diagnostic tool (n = 400). The cohort mirrored the general population with breast cancer in the United States, indicating real-world evidence feasibility, whereas transcriptome profiling supported and augmented standard diagnostic tests. Objective/Background: We performed a retrospective analysis of longitudinal real-world data (RWD) from patients with breast cancer to replicate results from clinical studies and demonstrate the feasibility of generating real-world evidence. We also assessed the value of transcriptome profiling as a complementary tool for determining molecular subtypes. Methods: De-identified, longitudinal data were analyzed after abstraction from records of patients with breast cancer in the United States (US) structured and stored in the Tempus database. Demographics, clinical characteristics, molecular subtype, treatment history, and survival outcomes were assessed according to strict qualitative criteria. RNA sequencing and clinical data were used to predict molecular subtypes and signaling pathway enrichment. Results: The clinical abstraction cohort (n = 4000) mirrored the demographics and clinical characteristics of patients with breast cancer in the US, indicating feasibility for RWE generation. Among patients who were human epidermal growth factor receptor 2-positive (HER2(+)), 74.2% received anti-HER2 therapy, with similar to 70% starting within 3 months of a positive test result. Most non-treated patients were early stage. In this RWD set, 31.7% of patients with HER2(+) immunohistochemistry (IHC) had discordant fluorescence in situ hybridization results recorded. Among patients with multiple HER2 IHC results at diagnosis, 18.6% exhibited intra-test discordance. Through development of a whole-transcriptome model to predict IHC receptor status in the molecular sequenced cohort (n = 400), molecular subtypes were resolved for all patients (n = 36) with equivocal HER2 statuses from abstracted test results. Receptor-related signaling pathways were differentially enriched between clinical molecular subtypes. Conclusions: RWD in the Tempus database mirrors the overall population of patients with breast cancer in the US. These results suggest that real-time, RWD analyses are feasible in a large, highly heterogeneous database. Furthermore, molecular data may aid deficiencies and discrepancies observed from breast cancer RWD. (C) 2020 Published by Elsevier Inc.
引用
收藏
页码:E340 / E361
页数:22
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