Back to Authors

Gandhi, Saumil

https://orcid.org/0000-0002-3349-3521

Mayo Clinic

The University of Texas MD Anderson Cancer Center

Citations 2

Integrating ctDNA Analysis and Radiomics for Dynamic Risk Assessment in Localized Lung Cancer
Moding, Everett J. , Esfahani, Mohammad Shahrokh , Jin, Cheng , Hui, Angela B. , Nabet, Barzin Y. , Liu, Yufei , Chabon, Jacob J. , Binkley, Michael S. , Kurtz, David M. , Hamilton, Emily G. , Chaudhuri, Aadel A. , Liu, Chih Long , Bonilla, Rene F., Jiang, Alice L. , Lau, Brianna , Lopez, Pablo , He, Jianzhong, Qiao, Yawei, Yao, Luyang , Gandhi, Saumil , Das, Millie , Ramchandran, Kavitha , Padda, Sukhmani K. , Neal, Joel W. , Wakelee, Heather A. , Li, Ruijiang , Alizadeh, Ash A. , Shahrokh Esfahani, Mohammad , Li, Zhe , Bonilla, Rene F , Jiang, Alice L , Lau, Brianna C , Lopez, Pablo , He, Jianzhong , Qiao, Yawei , Xu, Ting , Yao, Luyang , Gandhi, Saumil , Liao, Zhongxing , Das, Millie , Ramchandran, Kavitha J , Padda, Sukhmani K , Neal, Joel W , Wakelee, Heather A , Gensheimer, Michael F , Loo, Billy W , Li, Ruijiang , Lin, Steven H , Alizadeh, Ash A , Diehn, Maximillian , Binkley, Michael Sargent , Kurtz, David M , Loo, Billy W. , Lin, Steven H. , Diehn, Maximilian

Cancer Discovery | April 29, 2025 | Volume: 15 | Issue: 8 | Pages: 1609-1629

10.1158/2159-8290.cd-24-1704 Get It

Abstract The complementarity and clinical utility of combining liquid biopsies and radiomic image analysis has not been demonstrated. ctDNA minimal residual disease after chemoradiotherapy (CRT) for non–small cell lung cancer (NSCLC) is highly prognostic, but on-treatment biomarkers are needed to enable response-adapted therapies. In this study, we analyzed 418 patients with NSCLC undergoing CRT to develop and validate a novel dynamic risk model that accurately predicts ultimate progression-free survival during treatment. We optimize tissue-free variant calling from plasma samples to facilitate ctDNA monitoring and demonstrate the importance of accounting for persistent clonal hematopoiesis variants. We show that mid-CRT ctDNA concentration is prognostic for disease progression and integrate additional pre-CRT risk factors, including radiomics, into a combined model that improves outcome prediction. Our results suggest that tumor features, radiomics, and mid-CRT ctDNA analysis are complementary and can identify patients at high and low risk of progression to potentially enable response-adapted therapies. Significance: This study demonstrates that combining tumor features, radiomics, and ctDNA analysis improves outcome prediction in NSCLC treated with CRT therapy. Our integrated model could enable personalized and response-adapted therapies to reduce toxicity and improve outcomes in patients. See related commentary by Anagnostou and Aggarwal, p. 1534
Abstract GS02-07: Loco-Regional Irradiation in Patients with Biopsy-proven Axillary Node Involvement at Presentation Who Become Pathologically Node-negative After Neoadjuvant Chemotherapy: Primary Outcomes of NRG Oncology/NSABP B-51/RTOG 1304
Mamounas, Eleftherios P. , Bandos, Hanna , White, Julia, Julian, Thomas B. , Torres, Mylin A. , Vicini, Frank A. , McCloskey, Susan A. , Gupta, Nilendu , Abu-Rustum, Nadeem, Gandhi, Saumil , Tendulkar, Rahul D. , Fujiwara, Keiichi , Seaward, Samantha A. , Irvin, William , Mutter, Robert W. , Boileau, Jean-François , Muskovitz, Andrew A., Weiss, Anna , Walter, Curran, Seaward, Samantha A , Mamounas, Eleftherios P. , Khan, Atif J. , Shaitelman, Simona Flora , Ganz, Patricia A. , Li, X. Allen , Lucas, Peter C. , Abu‐Rustum, Nadeem R. , Coleman, Robert L. , Fujiwara, Keiichi, Higgins, Kristin Ann , Jagsi, Reshma , Wolmark, Norman

Cancer Research | May 2, 2024 | Volume: 84 | Issue: 9_Supplement | Pages: GS02-07-GS02-07

10.1158/1538-7445.sabcs23-gs02-07 Get It

Abstract Background: The benefit of adjuvant regional nodal irradiation including the chest wall after mastectomy (CWI+RNI) and with whole breast irradiation (WBI+RNI) after breast conserving surgery (BCS) is well established in pts with pathologically positive axillary nodes (pN+). Pts who present with axillary node involvement (cN+), receive neoadjuvant chemotherapy (NC), and are found to be pathologically node-negative at surgery (ypN0), have lower loco-regional recurrence (LRR) rates compared to those who remain pathologically node-positive (ypN+). This phase III, randomized trial aimed to evaluate whether CWI+RNI after mastectomy or addition of RNI to WBI after BCS significantly improves invasive breast cancer recurrence-free interval (IBC-RFI) in cN+ pts found to be ypN0 after NC. Methods: Eligible pts had clinical cT1-3, N1, M0 invasive breast cancer (biopsy-proven N+ by FNA/core needle bx), completed ≥8 wks of NC (and anti-HER2 therapy if HER2+), and were ypN0 after mastectomy or BCS and sentinel node biopsy (SLNB, ≥2 nodes), axillary lymph node dissection (ALND), or both. Pts were randomized to “No RNI” (i.e., observation after mastectomy or WBI after BCS) vs. “RNI” (i.e., CWI+RNI after mastectomy or WBI+RNI after BCS). Primary endpoint was IBC-RFI. Secondary endpoints reported here: LRR-free interval (LRRFI), distant recurrence-free interval (DRFI), disease-free survival (DFS), and overall survival (OS). Study was designed to have 80% power to detect 35% reduction in annual rate of IBC-RFI for an absolute risk reduction of 4.6% (5-yr cumulative rate). Per protocol, final analysis was to occur after 172 events or 10 yrs after study initiation.Here we report the time-driven analysis prespecified in the protocol. Results: From 9/13-12/20, 1,641 pts were enrolled; 1,556 pts were available for primary event analysis; median f/u time 59.5 mos (IQR 40.7-74.1). Pt/tumor characteristics were well balanced between groups. Median age 52 yrs (range 21-84); 31% non-white; 21% cT1, 60% cT2, 19% cT3; 23% triple-negative, 21% HR+/HER2-, 56% HER2+; 58% BCS; 55% SLNB, 45% ALND+/-SLNB; and 78% had breast pathologic complete response. At the time of the analysis, 109 IBC-RFI events (63% of the planned 172) were confirmed (“No RNI”: 59, “RNI”: 50). There was no statistically significant difference between groups for IBC-RFI (HR=0.88, 95%CI 0.60-1.29; p=0.51), 5-yr point estimates: 91.8% for “No RNI” and 92.7% for “RNI.” There were no statistically significant differences between the treatment groups for secondary endpoints. There were no study-related deaths and no unexpected toxicities.Grade 4 toxicity was rare (0.1% with “No RNI”, 0.5% with “RNI”); 6.5% of pts developed grade 3 toxicity in “No RNI” and 10% in “RNI” group. Most common grade 3 toxicity was radiation dermatitis (3.3% in “No RNI,” 5.7% in “RNI”). Conclusion: In pts who present with biopsy-proven axillary node involvement and convert their axillary nodes to ypN0 after NC, CWI+RNI after mastectomy, or WBI+RNI after BCS, did not significantly improve IBC-RFI, LRRFI, DRFI, DFS, or OS. These findings suggest that downstaging involved axillary nodes with NC can result in optimization of adjuvant radiotherapy without adversely affecting oncologic outcomes. Follow-up of pts for long-term outcomes continues. NCT01872975 *EPM and JW are co-first authors. Table 1 Citation Format: Eleftherios Mamounas, Hanna Bandos, Julia White, Thomas Julian, Atif Khan, Simona Shaitelman, Mylin Torres, Frank Vicini, Patricia Ganz, Susan McCloskey, Nilendu Gupta, X. Allen Li, Peter Lucas, Nadeem Abu-Rustum, Saumil Gandhi, Rahul Tendulkar, Robert Coleman, Keiichi Fujiwara, Samantha Seaward, William Irvin, Kristin Higgins, Robert Mutter, Jean-Francois Boileau, Andrew Muskovitz, Reshma Jagsi, Anna Weiss, Curran Walter Jr., Norman Wolmark. Loco-Regional Irradiation in Patients with Biopsy-proven Axillary Node Involvement at Presentation Who Become Pathologically Node-negative After Neoadjuvant Chemotherapy: Primary Outcomes of NRG Oncology/NSABP B-51/RTOG 1304 [abstract]. In: Proceedings of the 2023 San Antonio Breast Cancer Symposium; 2023 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2024;84(9 Suppl):Abstract nr GS02-07.