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Suman, Vera J.

https://orcid.org/0000-0002-9640-5189

Mayo Clinic

Mayo Clinic

Citations 181

Pilot study of topical imiquimod combined with pembrolizumab for unresectable cutaneous metastatic melanoma
Parker, Joseph B., Joseph, Richard W., Suman, Vera J., Yan, Yiyi, Chen, Ruqin, Suman, Vera J. , Yan, Yiyi

Frontiers in Oncology | June 10, 2026 | Volume: 16 | Issue: No issue available | Pages: No page available

10.3389/fonc.2026.1797703 Get It

Cutaneous metastases occur in up to 20% of patients with advanced melanoma and can be difficult to manage with systemic therapy alone. Pembrolizumab is a standard therapy with limited local treatment options for cutaneous manifestations. Imiquimod has shown activity in other skin cancers but is less well studied in melanoma. We conducted a pilot trial to evaluate the feasibility, safety, and preliminary efficacy of combining topical imiquimod with intravenous pembrolizumab in patients with unresectable melanoma with cutaneous metastases. This was a single-center, open-label, non-randomized interventional study (NCT03276832). Eligible patients received pembrolizumab IV every 21 days plus topical imiquimod 5% applied Monday–Friday each cycle. The primary endpoint was objective response rate per RECIST v1.1. Secondary endpoints included progression-free survival, and safety. In this study, seven patients were enrolled, five were male and two females; one was Hispanic and six were non-Hispanic White. Median treatment exposure was 8 cycles. ORR was 57.1%, with 3 patients (42.9%) achieving complete response, 1 partial response, and 2 stable disease. The 7-month PFS rate was 57.1%. At study closure, 4 patients remained alive without progression, 2 were alive following progression, and 1 had died of disease. Toxicities were mostly grade 1, with fatigue and anemia most common with minimal grade 2 events. The combination of topical imiquimod and pembrolizumab was feasible, safe, and demonstrated promising antitumor activity in unresectable cutaneous melanoma. A 42.9% CR rate in this small elderly cohort supports further evaluation of local immune modulation with systemic PD-1 blockade for cutaneous melanoma.
A phase 2 clinical trial in progress of (Z)-endoxifen plus goserelin as neoadjuvant therapy in premenopausal women with ER+/HER2– breast cancer (EVANGELINE).
Quay, Steven, ERICKSON, Hayley, Mina, Lida A. , Advani, Pooja , Leon‐Ferre, Roberto A. , Giridhar, Karthik, Flora, Daniel , Jones, Jason M. , Burhow, Sarah, Abramson, Vandana G., Irvin, William Johnson, Ehsani, Sima, Al-Jazayrly, Ghassan, Goetz, M. P., Quay, Steven C. , Suman, Vera J. , Bagegni, Nusayba , Ingle, James N. , Boughey, Judy C. , Burhow, Sarah A., Reid, Joel M. , Abramson, Vandana G. , Irvin, WJ, Khan, Seema A. , Goetz, Matthew P.

Journal of Clinical Oncology | May 28, 2026 | Volume: 44 | Issue: 16_suppl | Pages: No page available

10.1200/jco.2026.44.16_suppl.tps655 Get It

TPS655 Background: Early (14-28 day) on-treatment suppression of tumor proliferation during neoadjuvant endocrine therapy (NET) is strongly associated with favorable long-term outcomes in estrogen receptor–positive (ER+) HER2– breast cancer. In premenopausal women, tamoxifen with or without ovarian function suppression (OFS) results in suboptimal Ki-67 suppression compared with aromatase inhibitor + OFS. (Z)-endoxifen (ENDX), the active metabolite of tamoxifen, dually inhibits ER signaling and PKCβ1-mediated AKT activation, supporting its evaluation as an alternative NET strategy in this population. Methods: EVANGELINE (NCT05607004) is an ongoing, multicenter, open-label Phase 2 study evaluating daily 40 mg ENDX plus goserelin administered every 28 days as neoadjuvant therapy in premenopausal women with ER+/HER2–, cT2–3, cN0–1 breast cancer. The primary objective is to determine the proportion of patients with baseline Ki-67 >10% who achieve Ki-67 ≤10% after 4 weeks of therapy. A Simon two-stage design is used to test whether the Week 4 Ki-67 ≤10% rate is at least 65%, with 20 patients enrolled into the first stage and, if promising, another 25 patients enrolled into the second stage (cohort A). A parallel cohort of 20 patients with baseline Ki-67 ≤10% (cohort B) is enrolled to assess objective response rate (ORR) at 24 weeks per RECIST v1.1. Secondary objectives include examining safety and tolerability, residual cancer burden, and PEPI score. Correlative analyses include examining effect of treatment on select tumor and plasma biomarkers. Clinical trial information: NCT05607004 .
Iberdomide (Iber) maintenance following upfront autologous stem cell transplant (ASCT) in multiple myeloma (MM).
Suman, Vera J., Hillengass, J, Tario, Joseph, Holstein, Sarah A., Wildes, Tanya M. , Suman, Vera J. , Hillengass, Jens, Tario, Joseph D. , Holstein, Sarah A.

Journal of Clinical Oncology | May 28, 2026 | Volume: 44 | Issue: 16_suppl | Pages: 7528-7528

10.1200/jco.2026.44.16_suppl.7528 Get It

7528 Background: Lenalidomide (Len) maintenance after ASCT has been a standard of care for patients (pts) with MM. Historically, ~30% of pts discontinue Len within 1 year (yr) due to toxicity and there is a need for more effective and better tolerated maintenance strategies. Iber is a potent, oral cereblon E3 ligase modulator under evaluation in the relapsed/refractory and newly diagnosed settings. We report the results of the primary analysis of a Phase II trial of Iber maintenance following upfront ASCT. Methods: Pts ≥ 19 yrs of age with MM, within 1-yr of initiation of induction therapy and in a ≥ partial response (PR) at day 80-110 post-ASCT, were accrued. Iber was administered 1.0 mg orally days 1-21 of a 28-day cycle, continued until progressive disease (PD) or toxicity. Up to 2 dose reductions (0.75 mg/day then 0.6 mg/day) were allowed. Growth factor support was not permitted. Minimal residual disease (MRD) assessment by flow cytometry (10 -5 ) was performed at registration, post-cycle 12 and post-cycle 24. An optimal Simon two-stage design with type I and II errors of 0.1 was chosen to test whether the proportion of pts who are progression-free and on treatment at 1 yr is <60% against the alternative of ≥ 80%. If ≥ 27 out of 38 pts were progression-free (by 2016 IMWG criteria) and on treatment at 1 yr, Iber would be considered to have promising activity. Results: 38 pts (55% males, median age 61 yrs (range: 41-77)) received Iber. R-ISS at diagnosis was stage I (34%), II (39%), III (8%) and unknown (18%), with 34% having high-risk disease per 2025 IMS/IMWG criteria. All pts received triplet or quadruplet induction therapy, with 97% receiving Len and 84% receiving daratumumab. At day 80-110 post-ASCT, all pts had ≥ very good PR, with 22 (58%) ≥ complete response (CR) and 33 (87%) MRD-negative (neg). The median number of administered treatment cycles is 18 (range: 1-45), with 18 (47%) pts having ≥ 1 dose reduction, most commonly due to neutropenia (n=12). The most common grade (gr) 3/4 adverse event was neutropenia (gr 3 (n=19), gr 4 (n=5)). Within yr 1, 29% (11/38) discontinued Iber due to neutropenia (n=5), rash (n=1), infection (n=1), pt choice (n=1), or PD (n=3). After 1 yr, 6 pts discontinued due to neutropenia (n=4) and PD (n=2). While on Iber, 19 pts had deepening of response to stringent CR and 3 pts converted from MRD-positive to MRD-neg. The post-cycle 12 and 24 MRD-neg rates are 85% (23/27) and 100% (14/14), respectively. Conclusions: Iber demonstrated promising activity with dose reductions/discontinuations mainly due to neutropenia. Strategies including lower starting dose, growth factor support and more flexible management of neutropenia may enable more pts to remain on treatment. Longer follow-up will permit evaluation of sustained MRD-negativity and PFS, but overall, these results provide rationale for further exploration of Iber-based post-ASCT maintenance strategies. Clinical trial information: NCT05177536 .
Shared and distinct molecular signatures of resistance to different endocrine therapies (Alliance A011106).
Holloway, Kimberly, Williams, Laterrica, Kim, Beom Jun, Sanati, Souzan , Fernandez-Martinez, Aranzazu, Fan, C C, Korchina, Viktoriya , Gibbs, Richard, Watson, Mark A., Partridge, Ann H., Zhang, B, Ellis, Matthew James, Carey, L, Perou, Charles, Ma, C X, Anurag, Meenakshi , Dou, Yongchao , Hoog, Jeremy , Holloway, Kimberly R. , Williams, Laterrica C. , Vij, Kiran R , Fernández-Martínez, Aranzazu , Suman, Vera J. , Partridge, Ann H. , Ellis, Matthew J. , Carey, Lisa A.

Journal of Clinical Oncology | May 27, 2026 | Volume: 44 | Issue: 16_suppl | Pages: 566-566

10.1200/jco.2026.44.16_suppl.566 Get It

566 Background: Endocrine therapy (ET) resistance (ETR) remains a primary challenge in ER+ breast cancer. Analyzing pretreatment tumor transcriptomes across trials with early response endpoints can reveal shared and specific ETR signatures. This study utilizes baseline RNA data from the Phase III ALTERNATE trial (Alliance A011106, NCT01953588; Anastrozole [A], Fulvestrant [F], or AF) and the ACOSOG Z1031B trial (NCT00824941) to identify predictors of early Ki67 response in postmenopausal ER+/HER2– patients. Methods: ETR was defined as week-4 on-treatment Ki67 >10%. Baseline gene expression from ALTERNATE was analyzed to identify differentially expressed (DE) genes (Wilcoxon test, P<0.05) and Hallmark pathways associated with ETR, both across and within individual treatment arms. Feature selection was performed using mixOmics. A Pan-Endocrine Therapy Signature (PETS) was developed by uniting DE genes identified across all three ALTERNATE arms and Z1031B. All statistical analyses were conducted in R (P<0.05). Results: Overall ETR rate in the ALTERNATE RNA-seq cohort (n=733) was 26%. ETR was associated with high Risk of Recurrence (ROR), Oncotype RS, and Mammaprint scores (calculated from RNA-seq data in research setting). In luminal tumors (n=649), ETR was linked to chr 3q13.33, 8q24.13, and 20q13.12 cytoband upregulation and 17q21, 18q23, 3p21.1, and 10q24.32 cytoband downregulation. ETR tumors showed T-cell, E2F target, and interferon-γ enrichment; sensitive tumors favored early estrogen response and muscle differentiation. At individual gene level, high MYBL2 , PIF1 , TROAP and with low HJURP predicted ETR across all samples (AUC>0.70). A deep learning model using all protein-coding genes achieved AUC 0.82 (training) and 0.79 (test) in predicting ETR. Cross-trial integration identified ETR-associated PETS, enriched for genomic instability. PETS performed comparably to established signatures and strongly correlated with MYBL2 signature (r=0.93). Top ETR predictors were MYBL2 , AURKB , and EME1 for Arm A and IL4I1 , TNFAIP6 , and ANLN for Arm AF. AF-resistant tumors were enriched for systemic lupus and RIG-I–like receptor signaling; sensitive tumors favored PI3K–AKT, EGFR TKI resistance, AMPK, and insulin signaling. Conclusions: Baseline transcriptomics identify shared and therapy-specific ETR markers. The 15-gene PETS defines a convergent resistance signature, performing similar to established signatures in predicting ETR and correlating with MYBL2. Enrichment of cell-cycle and immune pathways in resistant tumors may suggest patient stratification approach for alternative or combinatorial strategies to overcome early ETR in ER+ breast cancer. Acknowledgement: https://acknowledgments.alliancefound.org. Support: U10CA180821, U10CA180882, U24CA1. Clinical trial information: NCT01953588 .
Solitary plasmacytoma of bone (SPB): Randomized phase III trial to evaluate treatment with adjuvant systemic treatment and zoledronic acid (ZA) versus zoledronic acid after definitive radiation treatment (Alliance A061402)
Sborov, Douglas, Mahindra, Anuj, Suman, Vera J. , Manasanch, Elisabet, Kapoor, Prashant , Kovacsovics, Tibor, Rodriguez, Cesar, Parsons, Benjamin, Najera, Jose, Goldman, Lyle, Carlisle, Destin, Wen, Yujia, Dinner, Shira, Galinsky, Ilene, Kennedy, LeAnne , Omel, James, McCarthy, Philip, Usmani, Saad, Richardson, Paul G. , Suman, Vera , Sborov, Douglas W. , Manasanch, Elisabet E. , Rodriguez, Cesar, Parsons, Benjamin, Najera, Jose Eugenio, Galinsky, Ilene , Usmani, Saad Z. , Richardson, Paul Gerard Guy

No container title available | May 6, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9453152/v1 Get It

Abstract Solitary plasmacytoma of bone (SPB) is a localized plasma cell neoplasm associated with a substantial risk of progression to multiple myeloma (MM), yet the role of adjuvant systemic therapy following definitive radiation therapy (RT) remains undefined. We conducted a randomized phase III trial (Alliance A061402) to evaluate whether the addition of systemic therapy with ixazomib, lenalidomide, and dexamethasone (IXA-LEN-DEX) to zoledronic acid (ZA) improves outcomes compared with ZA alone in patients with SPB and minimal (< 10%) bone marrow plasma cell involvement following RT. Patients were randomized to receive six 28-day cycles of IXA-LEN-DEX-ZA or ZA alone. The primary endpoint was time to progression (TTP) to MM. The study was closed early due to poor accrual after enrolling 11 patients (IXA-LEN-DEX-ZA, n = 5; ZA, n = 6). All patients completed RT and planned treatment without dose reductions. The combination regimen was well tolerated, with limited grade ≥ 3 toxicities, including hypophosphatemia and lymphopenia. At follow-up extending beyond 4 years, the 1- and 4-year progression rates to MM in the IXA-LEN-DEX-ZA arm were 0% and 33%, respectively, compared with 37.5% and 58.3% at 1 and 2 years in the ZA-alone arm. Although underpowered, these findings demonstrate the feasibility and tolerability of an all-oral adjuvant systemic regimen in SPB and provide prospective data supporting further investigation of systemic strategies to delay progression to MM.
Abstract 301: Population pharmacokinetics of nab-paclitaxel following administration of a nano-immunoconjugate with bevacizumab.
Chama, Mohd Beshr, Block, M., Block, Matthew S. , Suman, Vera J. , Reid, Joel M.

Cancer Research | April 3, 2026 | Volume: 86 | Issue: 7_Supplement | Pages: 301-301

10.1158/1538-7445.am2026-301 Get It

Abstract Introduction. This study aimed to characterize the population pharmacokinetics (PopPK) of nab-paclitaxel following the administration of the nano-immunoconjugate nab-paclitaxel-bevacizumab to patients with unresectable stage IV melanoma or gynecological cancers (NCT02020707). The core objective was to characterize the population mean drug concentration-time profile, understand the variability in drug concentrations and identify factors that explain differences in paclitaxel plasma clearance. Also, we sought to explore the impact of the nano-immunoconjugate formulation on paclitaxel clearance. Methods. Using Pumas AI - an advanced pharmacokinetic software program, integrating Machine Learning methods - a PopPK analysis was conducted using concentration-time data collected from 29 subjects, (681 concentration measurements). Patients received 75 - 175 mg/m2 (total dose, 160 - 360 mg). Data were fitted to a 2-compartment model based biphasic decline observed in plasma concentration following intravenous administration. A critical requirement for the model was the inclusion of saturable elimination to accurately describe the drug’s disposition. A comprehensive modeling workflow was implemented, starting with base models (mixed vs. non-linear clearance), followed by the sequential addition of covariates (Age, Sex, BSA, Tumor, Cycle). The Parsimony Principle was applied to select the most appropriate model. Results. Population estimates for paclitaxel clearance and volume of distribution were 41.7 L/hr and 312 L, respectively. The analysis found paclitaxel clearance higher when compared with published data for nab-paclitaxel alone (21.1 or 25 L/h/m2; Sparreboom et al, CCR 11:4136, 2005 and Ando et al, CCP 69:457, 2012). A covariate model incorporating BSA and Gender is the best. For every 2 m2 increase in BSA, linear clearance (CL) increases by 6.9%. Females have 16.6% lower CL than males, which successfully characterized systematic differences in PK between subgroups of subjects. Conclusion. The administration of nab-paclitaxel via the nano-immunoconjugate formulation led to increased clearance for paclitaxel consistent with known clearance mechanisms for therapeutic antibodies. The differences in drug clearance among patients were primarily attributable to covariates BSA and gender. These findings are crucial for identifying safe and effective dosing regimens and informing future clinical simulations. Citation Format: Mohd Beshr Chama, Matthew Stephen Block, Vera J. Suman, Joel M. Reid. Population pharmacokinetics of nab-paclitaxel following administration of a nano-immunoconjugate with bevacizumab [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2026; Part 1 (Regular Abstracts); 2026 Apr 17-22; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2026;86(7 Suppl):Abstract nr 301.
Ibrutinib in Combination with Lenalidomide Revlimid/Dexamethasone in Relapsed/Refractory Multiple Myeloma (AFT-15)
Efebera, Yvonne A. , Suman, Vera J. , Dinner, Shira, O’Donnell, Taylor, Rosko, Ashley , McKay, John, Hagen, Patrick , Richardson, Paul, Laubach, Jacob P. , Efebera, Yvonne , Suman, Vera , Hagen, Patrick , O’Donnell, Taylor, Barth, Peter M. , Usmani, Saad Z.

Cancers | July 23, 2025 | Volume: 17 | Issue: 15 | Pages: 2433

10.3390/cancers17152433 Get It

Background: Studies have suggested a synergism between lenalidomide (LEN) and ibrutinib (IBR) in multiple myeloma (MM). Both downregulate IRF4, a key target and master transcriptional factor regulating myeloma cell survival. Method: A 3 + 3 phase I trial was conducted to determine the maximum tolerated dose (MTD) of IBR in combination with LEN + dexamethasone (DEX) in patients with relapsed/refractory (RR) MM who had at least one prior line of therapy. Three dose levels (DLs) were planned. The cycle length was 28 days. IBR was administered orally daily in doses of 560 mg on DL1-2 and 840 mg on DL3, LEN was administered orally on days 1–21 in doses of 15 mg on DL1 and 25 mg on DL2-3, and DEX was administered orally on days 1, 8, 15, and 22 in a dose of 40 mg if age < 75 years or in a dose of 20 mg if it was ≥75 years for DL1-3. Patients with a glomerular filtration rate (GFR) <60 but ≥30 mL/min were treated in accordance with the manufacturer’s instructions with LEN 10 mg. Dose-limiting toxicities (DLTs) included the following: grade 4 neutropenia lasting more than 5 days, thrombocytopenia, febrile neutropenia, nausea, vomiting or diarrhea; grade 3 thrombocytopenia with bleeding or platelet transfusion; and grade 3–4 hyperglycemia or a thrombotic/embolic event, and other nonhematologic toxicities. The overall response rate (ORR) was defined as the percentage of patients with a partial response (PR), very good partial response (VGPR), or complete response (CR) according to IMWG criteria on two consecutive evaluations at least 4 weeks apart. The clinical benefit rate (CBR) was defined as the percentage of patients with stable disease (SD) or a better outcome on two consecutive evaluations at weeks apart. Results: Fourteen patients (DL1: six patients; DL2: three patients; DL3: five patients) were registered for the study from March 2019 to May 2023, prior to its closure due to limited accrual. Thirteen patients are included in the summary of toxicities and response as one patient on DL3 halted participation prior to the start of the treatment. Two patients on DL3 were excluded from the determination of MTD: one having discontinued cycle 1 treatment due to COVID-19 infection and the another having mistakenly taken 280 mg/day of IBR instead of the assigned 840 mg/day dose during cycle 1. Only one patient developed a DLT, on DL1 with grade 3 non-viral hepatitis. The median number of cycles administered was 4 (range: 1–56). Severe toxicities reported included grade 4 lymphocytopenia (1), grade 4 thrombocytopenia (1), and grade 5 sepsis in the setting of PD (1). Disease responses included a VGPR on DL1 and CR on DL3. Thus, the ORR was 15.4% (90% CI: 2.8–41.0%). One patient on DL1 maintained SD for 4.6 years before discontinuing the treatment to undergo an alternative therapy. Another five patients maintained SD for ≥ 2 consecutive cycles. Thus, the CBR was 61.5% (90% CI: 35.5–83.4%). Conclusions: The combination of LEN with IBR in RR MM proved feasible, with manageable toxicities and the majority of discontinuations being due to disease progression.
Abstract CT237: A randomized phase 2 non-inferiority trial of (Z)-endoxifen + goserelin and exemestane + goserelin as neoadjuvant treatment for premenopausal women with ER+/HER2- breast cancer (EVANGELINE)
López, Clàudia, Erickson, Hayley, Nguyen, Lonnissa, Mina, Lida A. , Advani, Pooja , Leon‐Ferre, Roberto A. , Flora, Daniel , Jones, Jason M. , Hunt, Katie N. , Buhrow, Sarah A. , Schellenberg, Matthew J. , Hawse, John R. , Goetz, Matthew P. , Suman, Vera J. , López, Claudia S. , Erickson, Hayley, Hammer, Sandra S. , Giridhar, Karthik V. , Batalini, Felipe , Bagegni, Nusayba , Piltin, Mara A. , Degnim, Amy C. , Ingle, James N. , Boughey, Judy C. , Reid, Joel M. , Quay, Steven C.

Cancer Research | April 25, 2025 | Volume: 85 | Issue: 8_Supplement_2 | Pages: CT237-CT237

10.1158/1538-7445.am2025-ct237 Get It

Abstract Background: Endocrine therapy (ET) with aromatase inhibitors (AI) plus ovarian function suppression (OFS) is standard for premenopausal women with ER+/HER2- breast cancer. However, many premenopausal women are intolerant of AI + OFS, leaving tamoxifen (with or without OFS) as their only option. Extensive studies have demonstrated that premenopausal women treated with neoadjuvant ET whose tumors exhibit Ki-67 ≤ 10% following 4 weeks of therapy (defined as endocrine sensitive disease (ESD)) achieve 5-year distant disease-free survival &gt; 96%. Problematically, only 41% of patients reach this ESD threshold with tamoxifen compared to 78% with AI+OFS (Nitz JCO 2022). (Z)-endoxifen (ENDX) is a potent selective estrogen receptor modulator (SERM) that inhibits ERα at plasma concentrations of 3-5 ng/ml and dually targets PKCβ1, a suspected oncogene in breast tumors, at concentrations ≥ 500 ng/ml. We therefore developed the EVANGELINE study (NCT05607004) is an open label, randomized neoadjuvant phase II study that includes a pharmacokinetic (PK) Run-in, aiming to evaluate whether ENDX +/- goserelin is non-inferior to exemestane plus goserelin with respect to ESD rate. Following the completed PK run-in portion of the study, where 40mg/day or 80mg/day ENDX were assessed, the 40 mg/day dose was selected for further evaluation in the second part of the trial. The second part is comprised of a randomized treatment cohort, for patients with a Ki-67% &gt;10% at preregistration randomized to either 40mg (Z)-endoxifen + goserelin or exemestane + goserelin neoadjuvant treatment and a Single Arm Treatment Cohort for patients who have a Ki-67 ≤ 10% at pre-registration assigned to 40mg/day (Z)-endoxifen monotherapy neoadjuvant treatment. Methods: To investigate ENDX further in premenopausal women, a multicenter study in the United States, was designed(EVANGELINE; NCT05607004). This phase 2, open-label, randomized, neoadjuvant trial includes a PK run-in phase designed to assess whether the 4-week ESD rate with (Z)-endoxifen + goserelin is non-inferior to that of exemestane + goserelin in premenopausal women with Stage IIA or IIB ER+/HER2- breast cancer with diagnostic Ki67 &gt; 10%. Additionally, a single arm Phase 2, open-label neoadjuvant Cohort was designed to assess the 4-week ESD rate with ENDX monotherapy in premenopausal women with Stage IIA or IIB ER+/HER2- BC with diagnostic Ki67 ≤10%. Subjects will undergo neoadjuvant treatment for six months before receiving surgical treatment in the involved breast. This study will additionally assess safety, tolerability, response rates, surgical outcomes, and monitor disease progression. Comprehensive biomarker evaluations will be conducted using paired tumor biopsies and blood samples collected at baseline and week four, as well as 6 month surgical specimens. Enrollment in the PK run-in phase (n-22) was completed in Fall 2024 with the second portion of the trial slated to begin early in 2025. Citation Format: Matthew P. Goetz, Vera J. Suman, Claudia Lopez, Hayley Erickson, Lonnissa Nguyen, Sandra S. Hammer, Lida Mina, Pooja Advani, Roberto Leon-Ferre, Karthik Giridhar, Felipe Batalini, Daniel Flora, Jason M. Jones, Nusayba A. Bagegni, Katie N. Hunt, Mara Piltin, Amy Degnim, James N. Ingle, Judy C. Boughey, Sarah A. Buhrow, Joel M. Reid, Matthew Schellenberg, John R. Hawse, Steven C. Quay. A randomized phase 2 non-inferiority trial of (Z)-endoxifen + goserelin and exemestane + goserelin as neoadjuvant treatment for premenopausal women with ER+/HER2- breast cancer (EVANGELINE) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 2 (Late-Breaking, Clinical Trial, and Invited Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_2):Abstract nr CT237.
Abstract 2429: A multi-modal learning framework to integrate digital pathology image and multi-omics data in breast cancer
Prodduturi, Naresh, Weinshilboum, Richard, Klee, Eric W. , Wang, Liewei , Goetz, Matthew P. , Tang, Xiaojia , Tizhoosh, Hamid R. , Thompson, Kevin J. , Giridhar, Karthik V. , Boughey, Judy C. , Goetz, Matthew P. , Suman, Vera J. , Kalari, Krishna R.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 2429-2429

10.1158/1538-7445.am2025-2429 Get It

Abstract Deep learning has advanced digital pathology and multi-omics data analysis. However, there is still a critical need to integrate these modalities to better understand complex diseases. Deep learning models, such as Prov-Gigapath, a state-of-the-art pathology foundation model, have been developed for analyzing whole-slide images (WSI). Our previously published deep-learning framework, OmicsFootPrint (OFP), transforms high-dimensional multi-omics data into intuitive genomically-arranged circular images and utilizes transfer learning to overcome the challenges of high-dimensional, low-sample-size data. In this study, we aimed to combine WSI and multi-omics data to develop a framework capable of distinguishing between invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC), which is clinically significant as it may help explain differential responses to therapies, such as tamoxifen versus letrozole. We enhanced the performance of our OFP model by dividing each multi-omics circular image (1024x1024x3 pixels) into 16 equal-sized patches (256x256x3 pixels). Each patch was trained using a separate EfficientNetV2 architecture with pre-trained ImageNet weights. The probability outcomes from these 16 models were subsequently combined through a meta-learner model using the AutoGluon framework. Concurrently, WSI images corresponding to the same patients were independently trained, maintaining consistent train/validation/test splits. The Prov-Gigapath model, which was trained using a dataset from the Providence Health System, was employed to extract patch-level embeddings from the WSI data. These embeddings were fine-tuned using a LongNet-based masked autoencoder to predict outcomes. Finally, predictions from the OFP model and the WSI-based Prov-Gigapath model were integrated through a meta-learner, preserving the original train/validation/test split. Model performances (AUC) were evaluated using the held-out test set. The gold standard used for the analysis was histological identification of IDC versus ILC, against which the performance of omics data alone, WSI data alone, and the multi-modal integration approach were compared. We evaluated our integrated model as a proof-of-concept using The Cancer Genome Atlas (TCGA) breast cancer cohort, comprising 92 ILC and 391 IDC samples. Multi-omics data, including gene expression, microRNA, copy number variation, and RPPA, were analyzed using the OFP framework, while WSI data were processed using the Prov-Gigapath method. The results demonstrated that the multi-modal integration approach significantly outperformed individual modalities, achieving an AUC of 0.98 compared to 0.87 for OFP (original), 0.95 for OFP (16-patches), and 0.92 for WSI. Integrating WSI and multi-omics data improves predictive accuracy, significantly improving the classification of breast cancer subtypes over histology alone. Citation Format: Naresh Prodduturi, Xiaojia Tang, Hamid R. Tizhoosh, Kevin J. Thompson, Richard Weinshilboum, Karthik V. Giridhar, Judy C. Boughey, Eric W. Klee, Liewei Wang, Matthew P. Goetz, Vera Suman, Krishna R. Kalari. A multi-modal learning framework to integrate digital pathology image and multi-omics data in breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 2429.
Effectiveness of Breast Density Educational Interventions on Mammography Screening Adherence Among Underserved Latinas: A Randomized Controlled Trial
Jenkins, Sarah M. , Ghosh, Karthik, Rhodes, Deborah J. , Ramos, Edna P., Jewett, Matt, Gonzalez, Crystal, Hernandez, Valentina, Breitkopf, Carmen Radecki , Vachon, Celine M. , Austin, Jessica D. , Suman, Vera J. , Ridgeway, Jennifer L. , Patel, Bhavika , Borah, Bijan J. , Norman, Aaron D. , Singh, Davinder , Vachon, Celine M.

Journal of Women's Health | February 19, 2025 | Volume: 34 | Issue: 4 | Pages: 491-503

10.1089/jwh.2024.0273 Get It

Background: Latinas with mammographic dense breasts are at increased risk of breast cancer. This randomized controlled trial tests the effectiveness of three breast density (BD) educational approaches on adherence to subsequent mammography screening among Latinas receiving care at a Federally Qualified Health Center (FQHC). Measure(s): Adherence was ascertained using electronic health record and survey responses. Kaplan–Meier estimates of the time to subsequent mammogram were used to obtain adherence rates at 1- and 2-years post baseline mammogram. Cox modeling assessed whether adherence differed by patient characteristics or group assignment. Results: This analysis was limited to Latinas enrolled between October 27, 2016, and December 21, 2018 ( n = 946; 66.1% <50 years of age, 53.5% with dense breasts). Adherence rates at 1 year was 24.8% increasing to 51.7% by year 2. Latinas randomized to the Promotora + brochure + letter arm (hazard ratio [HR]: 1.09 [95% confidence interval [95% CI] 0.87 to 1.36]) or brochure + letter (HR: 1.03 [95% CI 0.82 to 1.29]) arm were not more likely to be adherent to subsequent mammography compared to the letter only arm ( p = 0.76) . Adjusting for age and study group, having more prior mammograms, being “extremely likely” to get an annual mammogram, and having more confidence to get an annual mammogram at baseline were significant drivers of subsequent adherence. Conclusion: Informational interventions targeting BD education alone are unlikely to significantly improve adherence to subsequent mammography among Latinas receiving care in FQHCs.