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
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作者:
Fernandes, Louis E.
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机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Fernandes, Louis E.
[1
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Epstein, Caroline G.
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Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Epstein, Caroline G.
[1
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Bobe, Alexandria M.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Bobe, Alexandria M.
[1
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Bell, Joshua S. K.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Bell, Joshua S. K.
[1
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Stumpe, Martin C.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Stumpe, Martin C.
[1
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Salazar, Michael E.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Salazar, Michael E.
[1
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Salahudeen, Ameen A.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Salahudeen, Ameen A.
[1
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Benito, Ruth A. Pe
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Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Benito, Ruth A. Pe
[1
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McCarter, Calvin
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
McCarter, Calvin
[1
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Leibowitz, Benjamin D.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Leibowitz, Benjamin D.
[1
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Kase, Matthew
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Kase, Matthew
[1
]
Igartua, Catherine
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Igartua, Catherine
[1
]
Huether, Robert
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Huether, Robert
[1
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Hafez, Ashraf
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Hafez, Ashraf
[1
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Beaubier, Nike
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Beaubier, Nike
[1
]
Axelson, Michael D.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Axelson, Michael D.
[1
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Pegram, Mark D.
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机构:
Stanford Univ, Sch Med, Stanford Comprehens Canc Inst, Stanford, CA USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Pegram, Mark D.
[2
]
Sammons, Sarah L.
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机构:
Duke Univ, Med Ctr, Dept Med, Durham, NC 27710 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
Sammons, Sarah L.
[3
]
O'Shaughnessy, Joyce A.
论文数: 0引用数: 0
h-index: 0
机构:
Baylor Univ, Med Ctr, Texas Oncol, Dallas, TX USA
US Oncol, Dallas, TX USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
O'Shaughnessy, Joyce A.
[4
,5
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Palmer, Gary A.
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h-index: 0
机构:
Tempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USATempus Labs, 600 W Chicago Ave, Chicago, IL 60654 USA
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
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.
机构:
Taipei Med Univ, Coll Med, Sch Med, Taipei, TaiwanTaipei Med Univ, Coll Med, Sch Med, Taipei, Taiwan
Lin, A. P.
Huang, T-W
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机构:
Taipei Med Univ, Coll Nursing, Sch Nursing, Taipei, Taiwan
Taipei Med Univ, Cochrane Taiwan, Taipei, TaiwanTaipei Med Univ, Coll Med, Sch Med, Taipei, Taiwan
Huang, T-W
Tam, K-W
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机构:
Taipei Med Univ, Cochrane Taiwan, Taipei, Taiwan
Taipei Med Univ, Coll Med, Sch Med, Div Gen Surg,Dept Surg, Taipei, Taiwan
Taipei Med Univ, Shuang Ho Hosp, Dept Surg, Div Gen Surg, New Taipei, TaiwanTaipei Med Univ, Coll Med, Sch Med, Taipei, Taiwan
机构:
Anal Grp Inc, 1010 Camino Real,Suite 310, Menlo Pk, CA 94025 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Cook, Keziah
Gomes, Dumingu Aparna
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Anal Grp Inc, 1010 Camino Real,Suite 310, Menlo Pk, CA 94025 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Gomes, Dumingu Aparna
Liu, Stephanie
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Anal Grp Inc, 1010 Camino Real,Suite 310, Menlo Pk, CA 94025 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Liu, Stephanie
Tabatabaeepour, Nadia
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Anal Grp Inc, 650 Calif St,Floor 23, San Francisco, CA 94108 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Tabatabaeepour, Nadia
Kirson, Noam
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Anal Grp Inc, 111 Huntington Ave,14 th Floor, Boston, MA 02199 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Kirson, Noam
Chen, Er
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机构:
BioMarin Pharmaceut Inc, 105 Digital Dr, Novato, CA 94949 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Chen, Er
Lindstrom, Kristin
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机构:
BioMarin Pharmaceut Inc, 105 Digital Dr, Novato, CA 94949 USA
105 Digital Dr, Novato, CA 94949 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Lindstrom, Kristin
Whitehall, Kaleigh Bulloch
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机构:
BioMarin Pharmaceut Inc, 105 Digital Dr, Novato, CA 94949 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Whitehall, Kaleigh Bulloch
Van Backle, Joost
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机构:
BioMarin Pharmaceut Inc, 105 Digital Dr, Novato, CA 94949 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA
Van Backle, Joost
Burton, Barbara K.
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机构:
Ann & Robert H Lurie Childrens Hosp Chicago, 225 Chicago Ave, Chicago, IL 60611 USAIndiana Univ Sch Med, Dept Med & Mol Genet, 975 W Walnut St,IB 130, Indianapolis, IN 46202 USA