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:8
|
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
相关论文
共 50 条
  • [31] Real-world data of multiple diagnostic biomarker testing for lung cancer patients in Japan
    Yatabe, Yasushi
    Nishio, Makoto
    Takahashi, Toshiaki
    Nishino, Kazumi
    Yoshiki, Yasumasa
    Togo, Kanae
    Emir, Birol
    Iadeluca, Laura
    Nishio, Kazuto
    ANNALS OF ONCOLOGY, 2021, 32 : S300 - S300
  • [32] Real-World Data of NGS Diagnostic Biomarker Testing for Lung Cancer Patients in Japan
    Takahashi, T.
    Nishio, M.
    Yatabe, Y.
    Nishino, K.
    Yoshiki, Y.
    Shiraiwa, N.
    Emir, B.
    Iadeluca, L.
    Nishio, K.
    JOURNAL OF THORACIC ONCOLOGY, 2021, 16 (10) : S1151 - S1152
  • [33] Real-world treatment patterns among metastatic breast cancer patients by BRCA status and phenotype.
    Sebby, Wendy
    Liede, Alexander
    Mazumder, Debasish
    Ghosh, Anirban
    Papademetriou, Eros
    Potluri, Ravi C.
    Bach, Bruce Allen
    Tyczynski, Jerzy Edward
    JOURNAL OF CLINICAL ONCOLOGY, 2020, 38 (15)
  • [34] Real-world treatment patterns of subsequent therapy after palbociclib in patients with advanced breast cancer in Japan
    Sawaki, Masataka
    Muramatsu, Yasuaki
    Togo, Kanae
    Iwata, Hiroji
    BREAST, 2023, 70 : 1 - 7
  • [35] Real-world treatment patterns of palbociclib and blood count monitoring in patients with advanced breast cancer in Japan
    Sawaki, Masataka
    Muramatsu, Yasuaki
    Togo, Kanae
    Laurent, Thomas
    Iwata, Hiroji
    FUTURE ONCOLOGY, 2022, 18 (17) : 2101 - 2111
  • [36] Real-World Treatment Patterns in Elderly Patients with HER2-Negative Early Breast Cancer
    Earla, Jagadeswara
    Kurian, Allison
    Kponee-Shovein, Kale
    Satija, Ambika
    Song, Yan
    Downes, Nathaniel
    Mahendran, Malena
    Hua, Qi
    Kumar, Arun
    Mejia, Jaime
    CANCER RESEARCH, 2024, 84 (09)
  • [37] REAL-WORLD TREATMENT PATTERNS IN PATIENTS WITH PSORIATIC ARTHRITIS
    Choi, J.
    Sreih, A.
    Lehman, T.
    Suryavanshi, M.
    Xia, Q.
    Nowak, M.
    ANNALS OF THE RHEUMATIC DISEASES, 2022, 81 : 1564 - 1565
  • [38] REAL-WORLD TREATMENT PATTERNS AND ECONOMIC BURDEN OF ROTATOR CUFF TEAR PATIENTS IN THE US
    Parikh, N.
    Martinez, D.
    Winer, I
    Costa, L.
    Dua, D.
    Trueman, P.
    VALUE IN HEALTH, 2020, 23 : S221 - S222
  • [39] REAL-WORLD STUDY ON THE PATTERNS AND COST OF TREATMENT FAILURE IN PATIENTS WITH PSORIATIC ARTHRITIS USING US CLAIMS DATA
    Price, K.
    Alemao, E.
    Burns, L.
    Guo, Z.
    Anupindi, V.
    Goday, S.
    ANNALS OF THE RHEUMATIC DISEASES, 2017, 76 : 677 - 677
  • [40] Real-world genomic testing patterns in patients with prostate cancer
    Kaakou, Dalia
    Mar, Nataliya
    JOURNAL OF CLINICAL ONCOLOGY, 2024, 42 (4_SUPPL) : 97 - 97