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CHIRP Computerized Histologic Risk Predictor (CHiRP) for Early Stage Lung Cancers

CHIRP Computerized Histologic Risk Predictor (CHiRP) for Early Stage Lung Cancers
CHIRP 早期肺癌计算机化组织学风险预测器 (CHiRP)
批准号:
10541900
负责人:
Pingfu Fu
金额:
$55.22万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-01-01 至 2024-12-31

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SUMMARY: In 2016 a total of 224,390 patients in the US were diagnosed with non-small cell lung cancer (NSCLC) and 16% of these patients (35,902) were diagnosed as early stage (I and II) and eligible for adjuvant cytotoxic chemotherapy (adj chemo). However, more than 50% of these patients may have low risk disease and hence may not receive added benefit from adj chemo, while suffering its side-effects. From an economic standpoint, unnecessary adj chemo for early stage NSCLC results in a loss of over $35,000 for each quality- adjusted life year lost. With increased lung cancer screening, we can expect an increase in diagnosis of early stage NSCLC. Two large completed randomized clinical trials of NSCLC (International Adjuvant Lung Cancer Trial (IALT) and JBR10) involving surgery with and without adj chemo, only found survival benefit in higher stage patients (>=Stage III). Unfortunately there are currently no validated predictive companion diagnostic (CDx) tools to identify (1) which stage II NSCLC are at a lower risk for disease recurrence and hence will not receive additional benefit from adj chemo and (2) which stage 1A, 1B patients are at elevated risk and hence will benefit? Extant genomic assays have only been shown to be prognostic (i.e. they predict mortality or recurrence) in early stage NSCLC, 1–5, but this does not imply they are predictive (i.e. they do not predict treatment response). Recently, our group validated the computerized histologic risk predictor (CHiRP), an approach that relies solely on computer extracted morphologic measurements (e.g. cellular orientation, texture, shape, architecture) from standard H&E tissue slide images to predict early recurrence in early stage NSCLC. CHiRP has been shown to be prognostic with an accuracy>85% in three independent clinical cohorts (N=290); higher compared to what has been previously reported for molecular based prognostic tests. However, to show that CHiRP is predictive, we need access to randomized clinical trial data involving early stage NSCLC patients treated with surgery and surgery+ adj chemo. The only two trials that fit these criteria are IALT and JBR10. Since molecular tests are tissue destructive, validation is more difficult compared to a tissue non-destructive approach like CHiRP; clinical trial groups are often reluctant to share tissue blocks since it is a valuable resource. For this study we have obtained preliminary approval for use of the slide images from IALT and JBR10 to establish CHiRP as a predictive Affordable Precision Medicine (APM) solution. This Academic-Industry partnership will leverage long-standing collaborations between (1) the Madabhushi group at Case Western who bring expertise in computational histomorphometric imaging, (2) the Velcheti group at the Cleveland Clinic (CCF) with clinical expertise in treatment and management of early stage NSCLC, and (3) Inspirata Inc., a cancer diagnostics company which has recently licensed a number of histomorphometry based technologies from the Madabhushi group and who will bring quality management systems and production software standards to help create a pre-commercial CHiRP test.
期刊论文(95)
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会议论文
DOI: 10.1016/j.ebiom.2021.103481
发表时间: 2021-07
期刊: EBioMedicine
影响因子: 11.1
作者: [Wang X, Bera K, Barrera C, Zhou Y, Lu C, Vaidya P, Fu P, Yang M, Schmid RA, Berezowska S, Choi H, Velcheti V, Madabhushi A]
通讯作者: Madabhushi A
DOI: 10.1002/path.5864
发表时间: 2022-05
期刊: The Journal of pathology
影响因子: --
作者: []
通讯作者:
DOI: 10.1109/jproc.2021.3054390
发表时间: 2021-05
期刊: Proceedings of the IEEE. Institute of Electrical and Electronics Engineers
影响因子: --
作者: []
通讯作者:
DOI: 10.1136/jitc-2021-003778
发表时间: 2022-03
期刊: Journal for immunotherapy of cancer
影响因子: 10.9
作者: [Jazieh K, Khorrami M, Saad A, Gad M, Gupta A, Patil P, Viswanathan VS, Rajiah P, Nock CJ, Gilkey M, Fu P, Pennell NA, Madabhushi A]
通讯作者: Madabhushi A
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