Abstract 209P
Background
A key challenge in precision oncology is to develop predictive markers that identify patients likely to respond to a given treatment, ideally before clinical trials are performed so that they can be effectively used in clinical trial design. Even when markers are developed early, evaluating them is challenging in the absence of interventional data. We introduce the Surrogate Clinical Outcome Test (SCOT), which assesses, using non-interventional data, the predictivity of a drug-specific marker in clinical settings.
Methods
SCOT assumes that patients with low (native) expression of the investigated drug target(s) have a similar survival profile to patients actually receiving the drug. A marker score predictive of response to the drug will therefore have a negative hazard ratio (HR) in patients with low expression of the drug target(s). To exclude markers that are merely prognostic, SCOT requires that the HR is higher when the target expression is high. We tested SCOT on predictive markers previously published or generated using our ENLIGHT platform for 7 drug classes and on two known prognostic biomarkers: KI67 and Proliferation Index (PI).
Results
Of the 7 treatment response markers tested, SCOT classified 5 as predictive to the respective drug. 4 of the 5 were confirmed as predictive on interventional data (response prediction AUC > 0.6). Of the 2 markers SCOT classified as non-predictive, 1 was confirmed as such on interventional data. SCOT also correctly classified KI67 and PI as prognostic, non-predictive markers. Overall, SCOT’s classification was confirmed for 7 out of 9 biomarkers (78% accuracy).
Conclusions
SCOT is a novel method to test predictive markers for virtually any targeted cancer drug using big non-interventional clinical data. A key feature of this method is that it can evaluate predictive biomarkers for drugs, based on human data, even before the drug enters clinical development. Combined with our ENLIGHT platform for generating predictive markers in the absence of direct response data, this creates a powerful pipeline for early biomarker development and evaluation.
Clinical trial identification
Editorial acknowledgement
Legal entity responsible for the study
The authors.
Funding
Has not received any funding.
Disclosure
G. Dinstag, Y. Kinar, R. E. Bell, D. S. Ben-Zvi, E. Elis, E. Maimon, R. Aharonov: Financial Interests, Personal, Full or part-time Employment: Pangea Biomed. T. Beker: Financial Interests, Personal, Full or part-time Employment: Pangea Biomed; Financial Interests, Personal, Leadership Role: Pangea Biomed.
Resources from the same session
826P - Efficacy of non-doxorubicin based regimens in severely G6PD deficient patients with DLBCL
Presenter: Shruti Prem Sudha
Session: Poster session 09
827P - Comparison of efficacy and safety between glofitamab and real-world regimens among Chinese patients with 3L+ relapsed/refractory diffuse large B-cell lymphoma: An external control study
Presenter: Keshu Zhou
Session: Poster session 09
828P - Translocation 11;14 is not associated with adverse prognosis in the era of novel anti-myeloma therapeutics
Presenter: Ioannis Ntanasis-Stathopoulos
Session: Poster session 09
829P - Flumatinib combined with chemotherapy for newly diagnosed adult with Ph-positive acute lymphoblastic leukemia: A single-center, retrospective observational study
Presenter: HAN SHUYU
Session: Poster session 09
830P - Prognostic model of pediatric AML patients with RUNX1-RUNX1T1 fusion gene
Presenter: Yang Xun
Session: Poster session 09
Resources:
Abstract
831P - Impact of chronic kidney disease on disease outcomes in hospitalized multiple myeloma patients: A National inpatient sample study from 2016 to 2020
Presenter: Marco Bermudez
Session: Poster session 09
Resources:
Abstract
832P - CLOMB: A validated scoring model to predict the relapse in the central nervous system of pediatric acute B-cell lymphoblastic leukemia
Presenter: Jiacheng Li
Session: Poster session 09
Resources:
Abstract
833P - Latest results of GVM±R regimen for the salvage therapy of patients with relapsed or refractory aggressive non-Hodgkin's lymphoma
Presenter: Wei Liu
Session: Poster session 09
834P - Treatment of DLBCL in HIV patient: Still a dilemma
Presenter: Devashish Desai
Session: Poster session 09
835P - Genetic, epigenetic, and clinical significance of Wilms’ tumor 1 (WT1) gene in acute myeloid leukemia
Presenter: Harsh Goel
Session: Poster session 09
Resources:
Abstract