Back to Authors

Batalini, Felipe

https://orcid.org/0000-0003-3354-308X

Mayo Clinic

Mayo Clinic

Citations 46

Metastatic ER+ Breast Cancer: Mechanisms of Resistance and Future Therapeutic Approaches
Raheem, Farah , Karikalan, Suganya Arunachalam , Batalini, Felipe , Masry, Aya El, Mina, Lida A. , Mina, Lida, Karikalan, Suganya , Batalini, Felipe

International Journal of Molecular Sciences | November 13, 2023 | Volume: 24 | Issue: 22 | Pages: 16198

10.3390/ijms242216198 Get It

Endocrine therapy is the main treatment for hormone receptor-positive (HR+) breast cancer. However, advanced tumors develop resistance to endocrine therapy, rendering it ineffective as the disease progresses. There are several molecular mechanisms of primary and secondary endocrine resistance. Resistance can develop due to either alteration of the estrogen receptor pathway (e.g., ESR1 mutations) or upstream growth factors signaling pathways (e.g., PI3K/Akt/mTOR pathway). Despite progress in the development of molecularly targeted anticancer therapies, the emergence of resistance remains a major limitation and an area of unmet need. In this article, we review the mechanisms of acquired endocrine resistance in HR+ advanced breast cancer and discuss current and future investigational therapeutic approaches.
PARP-inhibitors Improve Progression-Free Survival in Breast Cancer Patients with Previous Platinum Exposure – A Systematic Review and Meta-Analysis
Pessoa, Beatriz , Brandao, Gabriela, Silva, Caroliny Da, Gatof, Emily Stern , Yadav, Siddhartha , Mina, Lida A. , Wulf, Gerburg M. , Tung, Nadine , Marinho, Alice Deberaldini , Yadav, Siddhartha , Tung, Nadine , Wulf, Gerburg M , Ernst, Brenda , Couch, Fergus J. , Batalini, Felipe

No container title available | June 26, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-2869964/v1 Get It

Abstract Importance: The poly-adenosine diphosphate–ribose polymerase (PARP) enzymes are important for DNA single-strand break repair and PARP inhibitors (PARPi) cause an accumulation of unresolved DNA damage in tumors with BRCA1/2 mutations, resulting in cell death. However, because platinum salts also ultimately cause double-strand DNA breaks and may have overlapping mechanisms of resistance with PARPi, the efficacy of PARPi in patients with prior platinum therapy is unknown. Objective We sought to evaluate the efficacy of PARPi in patients with BRCA1/2-related breast cancer and previous platinum exposure. Data Sources: PubMed, Embase, and Cochrane Central Register of Controlled Trials databases were searched for papers up to June 26, 2022. Study Selection: We performed a systematic review and meta-analysis of studies that evaluated the efficacy of PARPi in patients with advanced or metastatic breast cancer and germline BRCA1/2 mutations. Two independent investigators identified double-blind, randomized controlled trials (RCTs) that included the subgroup of previous exposure to platinum. Data Extraction and Synthesis: Data extraction from published reports and quality assessment were performed under Cochrane recommendations. The software Review Manager 5.3 was selected for conducting the statistical analyses. Main Outcome(s) and Measure(s): The primary endpoint of interest was progression-free survival (PFS). Hazard ratios (HRs) with a 95% confidence interval (CI) were pooled, and a p-value of < 0.05 was considered statistically significant. Results From 2,069 database results (487 on PubMed; 1,376 on Embase; and 206 on Cochrane), 42 studies were fully reviewed, and 4 RCTs (total of 249 patients) were included in the final investigation. The PARPi included were Olaparib, Talazoparib, Niraparib, and Veliparib. Pooled analysis showed that PARPi improved PFS in breast cancer patients with prior treatment with platinum-based therapy compared to the control group [HR = 0.72; 95% CI, 0.53–0.97; p = 0.03]. For comparison, the population without previous platinum exposure had a similar magnitude of benefit from PARPi [HR = 0.68; 95% CI, 0.52–0.89; p = 0.005]. Conclusions and Relevance: Despite the concerns about cross-resistance between PARPi and platinum agents, patients with advanced breast cancer and previous exposure to platinum therapy have a longer PFS with PARPi when compared to standard chemotherapy.
Safety and serum estradiol levels in hormonal treatments for vulvovaginal atrophy in breast cancer survivors: A systematic review and meta-analysis.
Comini, Ana Carolina, Carvalho, Bruno Murad , Moreira, Matheus José Barbosa , Reis, Pedro Cotta Abrahão , Colapietro, Luisa, Northern, J., Murad, Bruno , Batalini, Felipe

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: e24049-e24049

10.1200/jco.2023.41.16_suppl.e24049 Get It

e24049 Background: Vulvo-Vaginal Atrophy (VVA) or Genitourinary Syndrome of Menopause (GSM) is a common condition among breast cancer (BC) patients, especially those undergoing antiestrogen therapy. Despite being an option in refractory cases, the safety of hormonal treatment remains uncertain in this population. The aim of this study was to review the safety and serum estrogen levels of hormonal therapy in patients with BC history presenting with VVA symptoms. Methods: Pubmed, Embase, and Cochrane were searched for studies comparing different hormonal treatment options for VVA in breast cancer survivors. Statistical analysis was performed using a random effects model and heterogeneity using Cochran's Q-statistic and the I2 index. Results: We included 17 studies, of which 5 were randomized controlled trials (RCTs). Treatment modalities included in this study were topical vaginal estradiol and estriol preparations, vaginally applied testosterone, DHEA, and ospemifene. We found that, among patients treated with the estriol and estradiol preparations, there was an average increase of 7.67pg/ml (SMD 7.67 pg/mL; 95% CI -1.00, 16.35; p < 0.001). Analysis of the testosterone group found temporary peaks of serum estradiol levels, but one study showed persistent elevation above normal postmenopausal levels. One study with prasterone revealed no elevation of serum estradiol concentration. One study with ospemifene demonstrated no increase in the risk of BC recurrence. Conclusions: In conclusion, among treatments available for BC survivors, low-dose vaginal estrogen showed the smallest changes in serum estradiol levels and had the most evidence, but safety remains unclear, especially for patients on aromatase inhibitors. Alternative treatments such as ospemifene need more data supporting safety and efficacy. These results suggest that concerns related to cancer recurrence should keep aiming for the lowest possible concentration.
Chemotherapeutic sensitivity in colorectal cancer expressing low RNA of wild type homologous recombination genes.
Walden, Daniel , Deshmukh, Sachin Kumar , Zheng-Lin, Binbin , Wu, Sharon , Xiu, Joanne , Ahn, Daniel H. , Shields, Anthony F. , Batalini, Felipe , Caughey, Bennett Adam , Strickler, John H. , Korn, Wolfgang Michael , Lou, Emil , Wu, Christina , Goel, Sanjay , Bekaii‐Saab, Tanios

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 3531-3531

10.1200/jco.2023.41.16_suppl.3531 Get It

3531 Background: Homologous recombination deficient (HRD) colorectal cancer (CRC) has improved overall survival (OS) when exposed to DNA damaging agents (DDA) oxaliplatin (OX) and irinotecan (IR). However, this OS benefit is only observed in HRD mutated CRC. Low expression of wild type (WT) BRCA1 RNA displays prolonged OS in ovarian cancer; this finding has not been investigated in CRC or outside BRCA. We investigate if low expression of WT HR genes is associated with prolonged OS in response to DDA. Methods: A total of 12,860 CRC patients tumor biopsies were analyzed by next-generation sequencing (592, NextSeq; WES, WTS NovaSeq). Patients with HRD mutations and MSI-H were excluded (N = 935). 11,925 patients were included in the analysis. A total of 11 core ( BARD1, BLM, BRCA1, BRCA2, BRIP1, MRE11, NBN, PALB2, RAD50, RAD51, RAD51B) and 7 related ( BAP1, WRN, DNMT3A, ERCC1, FANCA, FANCF, RECQL4) HR genes were analyzed. Samples were classified by RNA expression percentiles within the studied cohort. Real world OS was extracted from insurance claims and calculated using Kaplan-Meier estimates for molecularly defined cohorts from first of OX or IR to last contact. Results: OS benefit is seen in low RNA expression (bottom 10%) compared to high expression (top 10%) of all core WT HR genes except RAD51B, BARD1 and BRCA2 in response to IR. We observe a progressively longer OS with lower associated RNA expression in response to DDA. OS of nearly 7 years was observed in low expressing BRCA1 and RAD51 following IR exposure and 4.5-year OS benefit when compared to high expression of these genes. OS benefit in response to OX was less robust but significantly prolonged in BRCA1 and BRIP1 (Table). Patients harboring HRD mutations had similar OS to WT HR RNA low (bottom 10%) in response to OX (HR = 0.75; p = 0.1) and IR (HR = 0.82; p = 0.36). Conclusions: Here we report a novel subclass of CRC defined as patients with low RNA expressing WT HR genes that exhibit differential sensitivity to DDA. Significantly longer survival is noted in CRC with low expression BRCA1, RAD51 and BLM, while post-OX survival was significantly prolonged with low expression of BRCA1, BRIP1 and FANCA. Further characterization of sensitive HR genes will better predict DDA sensitivity and impact treatment sequencing. [Table: see text]
Association of KMT2C loss-of-function mutations in circulating tumor DNA and prolonged response to the combination of PARPi and PI3Ki.
Ke, Shizong, Blewett, Tim, Konstantinopoulos, Panagiotis A. , Matulonis, Ursula A. , Adalsteinsson, Viktor A. , Konstantinopoulos, Panagiotis A , Batalini, Felipe , Liu, Ruolin , Rhoades, Justin , Gulhan, D. , Wulf, Gerburg M.

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: e13003-e13003

10.1200/jco.2023.41.16_suppl.e13003 Get It

e13003 Background: The emergence of somatic KMT2C mutations has been associated with resistance to various treatments, including chemotherapy and endocrine therapy in patients with estrogen receptor-positive breast cancers. The impact of these mutations in patients treated with poly-ADP ribose polymerase inhibitors (PARPi) and phosphatidylinositol-3-kinase inhibitors (PI3Ki) is unknown. Methods: Circulating tumor DNA (ctDNA) was obtained from plasma and peripheral blood at different time points from 38 patients prior to treatment with the combination of the PARPi olaparib with the alpha-specific PI3Ki alpelisib (NCT01623349). CtDNA was also collected immediately before the first cycle and at the time of disease progression. CtDNA underwent deep targeted sequencing (tumor-normal pairs, 397 genes (2Mb) at 25,000x somatic and 10,000x germline) at the Broad Institute of MIT and Harvard. Variants that were exonic, non-synonymous, and predicted to lead to loss-of-function were considered mutations. Cohorts were stratified according to the presence or absence of the genomic alteration, and progression-free survival was compared with the Kaplan-Meier method and log-rank test. A Cox regression was performed using age, tumor type, germline BRCA1/2 mutation status, performance status, and number of previous lines of treatment as covariates. Results: The KMT2C gene was one of the 3 genes most frequently mutated in our cohort, affecting 5 patients (15%) after the exclusion of those with variants with non-deleterious alterations. The other 2 commonly mutated genes were TP53 (76%) and PIK3CA (15%). In the comparison of patients based on these most common mutations, we identified that patients with somatic KMT2C mutations (n=5) have longer mPFS than those that were wild type (n=28): mPFS 386 vs. 151 days, log-rank p = 0.025. Cox proportional hazards model accounting for age, tumor type, germline BRCA1/2 mutation status, performance status, and number of previous lines revealed a hazard ratio of 0.16; p = 0.007. All somatic KMT2C mutations were proximal to the SET domain critical for methyltransferase activity. Upon progression, the KMT2C-mutated clones were suppressed to below the detection level of mutation calling algorithms. Analysis of the raw files revealed that the clones were suppressed but not eliminated. Conclusions: While the emergence of KMT2C has been reported to be associated with cancer progression and resistance to different therapies, patients with deleterious KMT2C mutations in the ctDNA may benefit from therapy with PARPi and PI3Ki.
Therapy-related Myeloid Neoplasms Following PARP Inhibitors—Letter
Batalini, Felipe , Mina, Lida A. , Mina, Alain , Batalini, Felipe , Mina, Lida

Clinical Cancer Research | March 14, 2023 | Volume: 29 | Issue: 6 | Pages: 1157-1157

10.1158/1078-0432.ccr-22-3510 Get It

Abstract P4-01-22: Clinical outcomes of metastatic breast cancer patients treated with poly (adenosine diphosphate-ribose) polymerase inhibitors (PARPi): the Mayo Clinic experience
Taraba, Jodi L. , Leon‐Ferre, Roberto A. , O’Sullivan, Ciara C. , Peethambaram, Prema P. , Hobday, Timothy J. , Ruddy, Kathryn J. , Mina, Lida A. , Advani, Pooja , Haddad, Tufia C. , Yadav, Siddhartha , Yadav, Siddhartha , Jahan, Nusrat , Taraba, Jodi L , Giridhar, Karthik V. , Tevaarwerk, Amyé , Cathcart-Rake, Elizabeth , Batalini, Felipe , Goetz, Matthew P. , Couch, Fergus J.

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P4-01-22-P4-01-22

10.1158/1538-7445.sabcs22-p4-01-22 Get It

Abstract Background: Two poly (adenosine diphosphate-ribose) polymerase inhibitors (PARPi) are currently FDA-approved for the treatment of HER2-negative metastatic breast cancer (MBC) in carriers of germline pathogenic variants (PVs) in BRCA1 or BRCA2 (BRCA1/2). This study explores the clinical outcomes of MBC patients treated with a PARPi. Methods: In this retrospective study, we included MBC patients treated with a PARPi between January 2017 and February 2022 at Mayo Clinic (Minnesota, Arizona, Florida, and Mayo Clinic Health Systems). We used the Kaplan Meier method to estimate the time-to-treatment-failure (TTF) and the log-rank test to compare different subsets. In addition, predictors of TTF were identified in a multivariate cox-proportional hazard regression model, including age at PARPi initiation, race, ethnicity, histology, estrogen receptor (ER), progesterone receptor (PR), and HER2 expression of the tumor, the number of prior therapies, type of PARPi, and PV carrier status (germline BRCA1/2 or PALB2 vs. somatic BRCA1/2 vs. other). Results: Sixty-five patients treated with PARPi (olaparib: 51; talazoparib: 14) were included in the final analysis. Fifty-five patients were carriers of germline PVs in BRCA1 (n=24, 37%), BRCA2 (n=27, 42%) or PALB2 (n=4, 6%), whereas ten patients (15%) had no germline PVs but the tumor had a somatic mutation in the homologous recombination-related (HRR) genes (7 in BRCA1/2, 2 in ATM, and 1 in CDKN2A and CDH1). At the data cutoff, 48 (74%) patients had discontinued PARPi due to progression or death. Fifteen (23%) patients required a dose reduction due to side effects. Occurrence of grade ≥ 3 side effects: anemia in 8, fatigue in 4, neutropenia in 2, and thrombocytopenia in 2 patients. Eight (15.7%) patients in the olaparib group and seven (50%) patients in the talazoparib group required a dose reduction for side effects. No patient on olaparib required drug discontinuation due to side effects, whereas two patients on talazoparib were switched to olaparib due to cytopenias and could tolerate olaparib. Median TTF in the overall population was 8 months (95% confidence interval [CI]: 6.4 – 9.6), and there was no difference (p=0.64) in TTF between the olaparib and talazoparib groups. Median TTF in the germline BRCA1, BRCA2, and PALB2 PV carriers were 7, 8, and 11 months, respectively (p=0.57). Among patients with somatic BRCA1/2 mutations, the median TTF was 4 months. Numerically, patients with HER2-positive tumors (n=8) had a shorter TTF compared to HER2-negative tumors (Median TTF: 4 vs. 8 months, p=0.098). No significant difference in TTF was observed by ER or PR status of the tumor, age at initiation of PARPi, the number of prior therapies, and prior use of platinum-based chemotherapy or CDK4/6 inhibitors. In multivariate analysis, HER2 positivity (hazard ratio [HR]: 8.0, 95% CI: 2.2 – 29.4, p=0.002), somatic BRCA1/2 mutations (HR: 7.6, 95% CI: 1.2 – 50.0, p=0.03) and somatic mutations in other HRR genes (HR: 19.1, 95% CI: 3.1 – 118.6, p=0.002) were associated with worse TTF. Conclusions: In the real world, PARPi were well-tolerated with promising time-to-treatment-failure (TTF) benefits comparable to data from clinical trials. Notably, relatively shorter TTF was observed in patients with somatic BRCA1/2 and other HRR gene mutations and HER2-positive MBC. These findings improve our understanding of the role of PARPi in MBC and will help to guide treatment decisions with PARPi in the clinical setting. Citation Format: Nusrat Jahan, Jodi Taraba, Karthik V. Giridhar, Roberto A. Leon-Ferre, Amye J. Tevaarwerk, Elizabeth Cathcart-Rake, Ciara C. O’Sullivan, Prema Peethambaram, Timothy J. Hobday, Kathryn Ruddy, Lida A. Mina, Pooja Advani, Felipe Batalini, Matthew P. Goetz, Tufia C. Haddad, Fergus J. Couch, Siddhartha Yadav. Clinical outcomes of metastatic breast cancer patients treated with poly (adenosine diphosphate-ribose) polymerase inhibitors (PARPi): the Mayo Clinic experience [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P4-01-22.
Abstract P4-01-08: Efficacy of PARP Inhibitors in Patients With BRCA1/2-related Breast Cancer with Prior Platinum Exposure: A Systematic Review and Meta-Analysis
Marinho, Alice Deberaldini , Pessoa, Beatriz , Silva, Caroliny H. Da, Reis, Pedro, Comini, Ana Carolina M., Brandão, Gabriela Rangel , Reis, Pedro A., Comini, Ana Carolina, Batalini, Felipe

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P4-01-08-P4-01-08

10.1158/1538-7445.sabcs22-p4-01-08 Get It

Abstract Background: Approximately 5% of breast cancer patients carry a deleterious germline BRCA1/2 mutation, which leads malignant cells to be deficient in the repair of DNA double-strand breaks via homologous recombination. The poly(adenosine diphosphate–ribose) polymerase (PARP) enzymes are important on DNA single-strand break repair and PARP inhibitors (PARPi) cause an accumulation of unresolved DNA damage in tumors with BRCA1/2 mutations, resulting in cell death. However, because platinum salts also ultimately cause double-strand DNA breaks and may have overlapping mechanisms of resistance with PARPi, the efficacy of PARPi in patients with prior platinum therapy is unknown. We sought to evaluate the efficacy of PARPi in patients with BRCA1/2-related breast cancer and previous platinum exposure. Methods: We performed a systematic review and meta-analysis of studies that evaluated the efficacy of PARPi in patients with advanced or metastatic breast cancer and germline BRCA1/2 mutations. Two independent investigators identified double-blind, randomized controlled trials (RCTs) that included the subgroup of previous exposure to platinum. PubMed, Embase, and Cochrane databases were searched for papers up to June 26, 2022. Data extraction from published reports and quality assessment were performed under Cochrane recommendations. Hazard ratios (HRs) with a 95% confidence interval (CI) were pooled, and a p-value of &lt; 0.05 was considered statistically significant. The software Review Manager 5.3 was selected for conducting the statistical analysis. The primary endpoint of interest was progression-free survival (PFS). Results: Out of 2069 database results (487 on PubMed; 1376 on Embase; and 206 on Cochrane), 42 studies were selected for full review, and 4 RCTs, with a total of 249 patients, were included in the final investigation. The PARPi included were Olaparib, Talazoparib, Niraparib, and Veliparib. Pooled analysis showed that PARPi improved PFS in breast cancer patients with prior treatment with platinum-based therapy compared to the control group [HR = 0.72; 95% CI, 0.53-0.97; p = 0.03]. In comparison, the population without previous platinum exposure had a similar but slightly greater benefit from PARPi [HR = 0.68; 95% CI, 0.52-0.89; p = 0.005]. A subgroup analysis containing only the three randomized trials with PARPi monotherapy confirmed the central tendency favoring PARPi over physicians’ choice of single-agent chemotherapy in patients with prior platinum-therapy; however, because of small numbers and wide confidence interval it was not statistically significant [HR = 0.72; 95% CI, 0.51-1.01; p = 0.06]. Conclusions: Our findings suggest that PARPi are associated with longer PFS in patients with advanced breast cancer and previous exposure to platinum therapy, decreasing the concerns about cross-resistance between the drug classes. Nonetheless, more extensive studies are still necessary to investigate the efficacy of PARPi in patients with prior platinum exposure and truly platinum-resistant disease. Progression-free survival of included studies Citation Format: Alice D. Marinho, Beatriz Mella S. Pessoa, Gabriela R. Brandao, Caroliny H. Da Silva, Pedro A. Reis, Ana Carolina M. Comini, Felipe Batalini. Efficacy of PARP Inhibitors in Patients With BRCA1/2-related Breast Cancer with Prior Platinum Exposure: A Systematic Review and Meta-Analysis [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P4-01-08.
Abstract P5-12-03: Intratumor heterogeneity and intrinsic immune activation are associated with response to chemotherapy in BRCA-related breast cancers
Katopodi, Xanthi Lida, Kalavros, Nikolaos , Tran, Antuan V. , Karagkouni, Dimitra , Stern-Gatof, Emily, Schnitt, Stuart J. , Vlachos, Ioannis S. , Tung, Nadine, Vlachos, Ioannis S , Batalini, Felipe , Gulhan, D. , Katopodi, Xanthi-Lida , Garber, Judy E. , Wulf, Gerburg M. , Park, Peter J. , Tung, Nadine

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P5-12-03-P5-12-03

10.1158/1538-7445.sabcs22-p5-12-03 Get It

Abstract Background Breast cancers in women with a germline BRCA1/2 mutation (gBRCAm) have homologous recombination deficiency (HRD) and are sensitive to therapies causing double-strand DNA breaks. In TBCRC 031 (INFORM), both neoadjuvant cisplatin and doxorubicin/cyclophosphamide (“AC”) in gBRCAm carriers resulted in a complete pathologic response in 18% and 26% respectively in patients with newly diagnosed HER2–negative breast cancer. Herein, we describe molecular features from tumor whole exome (WES) and transcriptome sequencing (RNAseq) associated with response. Methods TBCRC 031 (the INFORM Trial - NCT01670500) was a randomized phase II neoadjuvant trial comparing the efficacy of cisplatin versus AC in gBRCAm carriers with stage I-III HER2–negative breast cancer. Of 118 patients enrolled, 92 patients provided fresh frozen research biopsies, collected prior to chemotherapy initiation, which were subjected to WES and RNAseq. Variants were called using GATK best practices and intratumoral heterogeneity was inferred from mutations and variant allele frequencies using Mutant Allele Tumor Heterogeneity (MATH) scores. Mutational Signature 3 (Sig3) and Genomic Instability Score (GIS) were calculated with SigMA and scarHRD, respectively. RNAseq data were utilized to perform differential gene expression and functional analyses, while cellular deconvolution was performed with CIBERSORTx trained against breast cancer single cell data. Patients were grouped according to their residual cancer burden (RCB) as responders (RCB-0 or 1), or non-responders (RCB-2 or 3). P-values ≤ 0.05 were considered statistically significant and when appropriate, adjustment for multiple testing was performed using a false discovery rate ≤ 5%. Results Of the 92 patients with gBRCAm, 59 (64%) had triple-negative and 33 (36%) were hormone-receptor positive HER2-negative breast cancer, 40 (43%) were classified as responders and 52 (57%) as non-responders. WES analysis revealed that indices of HRD were high (Sig3 exposure predominant and GIS ≥ 42) across most samples irrespective of receptor status and not significantly different among responders and non-responders. In contrast, responders exhibited lower levels of intratumor heterogeneity than non-responders (median MATH 42.9 vs. 33.5, p = 0.01). 223 genes were differentially expressed between responders and non-responders following control for tumor hormone receptor status, BRCA1/2 mutation, and menopausal status. Pathways identified as significantly enriched in upregulated genes were indicative of intrinsic immune activation in responders (e.g., T-cell activation, immune response-signaling, and regulation of leukocyte activation). Cellular deconvolution of the tumor microenvironment confirmed that responders presented a higher proportion of T-cells (p = 0.025) and myeloid cells (p = 0.003) in the tumor samples, while perivascular-like cells were enriched in non-responders (p = 0.034). Conclusion In this analysis of the largest cohort of treatment-naïve gBRCAm breast cancer to date, we found that response to cytotoxic chemotherapy is associated with a transcriptional program of intrinsic immune activation and an increased population of intratumoral T-cells and myeloid cells. Lower levels of intratumor heterogeneity and higher immune activation were associated with response to chemotherapy gBRCAm carriers while HRD scores were not. Citation Format: Felipe Batalini, Doga C. Gulhan, Xanthi Lida Katopodi, Nikolas Kalavros, Antuan Tran, Dimitra Karagkouni, Emily Stern-Gatof, Stuart Schnitt, Judy E. Garber, Gerburg M. Wulf, Peter J. Park, Ioannis Vlachos, Nadine Tung. Intratumor heterogeneity and intrinsic immune activation are associated with response to chemotherapy in BRCA-related breast cancers [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P5-12-03.
Abstract P3-04-06: Artificial intelligence-based triaging of breast cancer screening mammograms and radiologist workload reduction: a systematic review and meta-analysis
Miyawaki, Isabele Ayumi , Moreira, Matheus José Barbosa , Carvalho, Bruno Murad , Murad, Bruno , Xavier, Débora Pinheiro , Jorge, Carlos Alberto Campello , Batalini, Felipe

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P3-04-06-P3-04-06

10.1158/1538-7445.sabcs22-p3-04-06 Get It

Abstract Introduction: Deep learning (DL) has shown promising results for mammographic breast cancer diagnosis. However, the impact of artificial intelligence (AI) in the screening process have not yet been fully addressed in terms of workload reduction, which has potential to decrease healthcare disparities. Radiologists are tasked with overwhelming volumes of screening mammograms, particularly in medically underserved areas. Therefore, when applied to workflow improvement, AI might be a tool to reduce healthcare disparities. The purpose of this systematic review and meta-analysis was to assess if AI-based triaging of breast cancer screening mammograms could reduce the radiologist’s workload with non-inferior sensitivity. Methods: PubMed, EMBASE, Cochrane Central and Web of Science databases were systematically searched for studies that evaluated AI algorithms on computer-aided triage of breast cancer screening mammograms. We extracted data from homogenous studies and performed a proportion meta-analysis with random-effects model to verify the radiologist’s workload reduction and the software’s sensitivity. Results: A total of 14 studies were systematically selected. Three studies using the same commercially available DL algorithm were included in the meta-analysis, with 156852 examinations evaluated at the threshold of 8. The radiologist’s workload decreased by 68.3% (95%CI 0.655-0.711, I² = 98.76%, p &lt; 0.001), with a sensitivity of 93.1% (95%CI 0.882-0.979, I² = 83.86%, p = 0.002). Conclusion: Our findings suggest that DL computer-aided triage of breast cancer screening mammograms significantly reduces the radiologist’s workload with high sensitivity. Although AI’s implementation remains complex and heterogeneous, it is a promising tool to optimize healthcare resources with a potential large impact in low resource settings that struggle with workforce shortage. Citation Format: Debora Xavier, Isabele A. Miyawaki, Carlos Alberto Campello Jorge, Matheus Jose Barbosa Moreira, Bruno M. Carvalho, Felipe Batalini. Artificial intelligence-based triaging of breast cancer screening mammograms and radiologist workload reduction: a systematic review and meta-analysis [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P3-04-06.