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81


Multi-modal AI for comprehensive breast cancer prognostication

Witowski, Jan; Zeng, Ken G; Cappadona, Joseph; Elayoubi, Jailan; Choucair, Khalil; Chiru, Elena Diana; Chan, Nancy; Kang, Young-Joon; Howard, Frederick; Ostrovnaya, Irina; Fernandez-Granda, Carlos; Schnabel, Freya; Steinsnyder, Zoe; Ozerdem, Ugur; Liu, Kangning; Abdulsattar, Waleed; Zong, Yu; Daoud, Lina; Beydoun, Rafic; Saad, Anas M; Thakore, Nitya; Sadic, Mohammad; Yeung, Frank; Liu, Elisa; Hill, Theodore; Swett, Benjamin; Rigau, Danielle; Clayburn, Andrew J; Speirs, Valerie; Vetter, Marcus; Sojak, Lina; Muenst, Simone; Baumhoer, Daniel; Pan, Jia-Wern; Makmur, Haslina; Teo, Soo-Hwang; Pak, Linda M; Angel, Victor; Zilenaite-Petrulaitiene, Dovile; Laurinavicius, Arvydas; Klar, Natalie; Piening, Brian D; Bifulco, Carlo; Jun, Sun-Young; Yi, Jae Pak; Lim, Su Hyun; Brufsky, Adam; Esteva, Francisco J; Pusztai, Lajos; LeCun, Yann; Geras, Krzysztof J
Treatment selection in breast cancer is guided by risk assessment using molecular subtypes and clinicopathological characteristics. However, current approaches lack the precision required for optimal clinical decision-making. To address this, we use data from 8161 patients to develop and evaluate an AI test integrating digital pathology with clinical data. The AI test provides a robust method for predicting disease-free interval (C-index: 0.71 [0.68-0.75], HR: 3.63 [3.02-4.37, p < 0.001]). In a direct comparison, the AI test displays numerically higher discrimination (C-index: 0.67 [0.61-0.74]) than the standard-of-care 21-gene assay (C-index: 0.61 [0.49-0.73]). Across molecular subtypes, the AI test demonstrates robust prognostic performance, including in triple negative breast cancer (C-index: 0.71 [0.62-0.81], HR: 3.81 [2.35-6.17, p=0.02]), where no guideline-recommended assays currently exist. These findings highlight the potential of AI-based pathology tests as a promising tool for improved risk stratification across all major subtypes, with implications for clinical decision-making.
PMID: 42161927
ISSN: 2041-1723
CID: 6038332

Breast cancer cell mesenchymal transition and metastasis directed by DAP5/eIF3d-mediated selective mRNA translation

Alard, Amandine; Katsara, Olga; Rios-Fuller, Tiffany; Parra, Columba de la; Ozerdem, Ugur; Ernlund, Amanda; Schneider, Robert J
Cancer cell plasticity enables cell survival in harsh physiological environments and fate transitions such as the epithelial-to-mesenchymal transition (EMT) that underlies invasion and metastasis. Using genome-wide transcriptomic and translatomic studies, an alternate mechanism of cap-dependent mRNA translation by the DAP5/eIF3d complex is shown to be essential for metastasis, EMT, and tumor directed angiogenesis. DAP5/eIF3d carries out selective translation of mRNAs encoding EMT transcription factors and regulators, cell migration integrins, metalloproteinases, and cell survival and angiogenesis factors. DAP5 is overexpressed in metastatic human breast cancers associated with poor metastasis-free survival. In human and murine breast cancer animal models, DAP5 is not required for primary tumor growth but is essential for EMT, cell migration, invasion, metastasis, angiogenesis, and resistance to anoikis. Thus, cancer cell mRNA translation involves two cap-dependent mRNA translation mechanisms, eIF4E/mTORC1 and DAP5/eIF3d. These findings highlight a surprising level of plasticity in mRNA translation during cancer progression and metastasis.
PMCID:10895648
PMID: 37314929
ISSN: 2211-1247
CID: 5707782

Therapy-induced senescence promotes breast cancer cells plasticity by inducing Lipocalin-2 expression

Morales-Valencia, Jorge; Lau, Lena; Martí-Nin, Teresa; Ozerdem, Ugur; David, Gregory
The acquisition of novel detrimental cellular properties following exposure to cytotoxic drugs leads to aggressive and metastatic tumors that often translates into an incurable disease. While the bulk of the primary tumor is eliminated upon exposure to chemotherapeutic treatment, residual cancer cells and non-transformed cells within the host can engage a stable cell cycle exit program named senescence. Senescent cells secrete a distinct set of pro-inflammatory factors, collectively termed the senescence-associated secretory phenotype (SASP). Upon exposure to the SASP, cancer cells undergo cellular plasticity resulting in increased proliferation, migration and epithelial-to-mesenchymal transition. The molecular mechanisms by which the SASP regulates these pro-tumorigenic features are poorly understood. Here, we report that breast cancer cells exposed to the SASP strongly upregulate Lipocalin-2 (LCN2). Furthermore, we demonstrate that LCN2 is critical for SASP-induced increased migration in breast cancer cells, and its inactivation potentiates the response to chemotherapeutic treatment in mouse models of breast cancer. Finally, we show that neoadjuvant chemotherapy treatment leads to LCN2 upregulation in residual human breast tumors, and correlates with worse overall survival. These findings provide the foundation for targeting LCN2 as an adjuvant therapeutic approach to prevent the emergence of aggressive tumors following chemotherapy.
PMID: 35953598
ISSN: 1476-5594
CID: 5287202

Macrophage density is an adverse prognosticator for ipsilateral recurrence in ductal carcinoma in situ

Darvishian, Farbod; Wu, Yinxiang; Ozerdem, Ugur; Chun, Jennifer; Adams, Sylvia; Guth, Amber; Axelrod, Deborah; Shapiro, Richard; Troxel, Andrea B; Schnabel, Freya; Roses, Daniel
INTRODUCTION/BACKGROUND:There is evidence that supports the association of dense tumor infiltrating lymphocyte (TILs) with an increased risk of ipsilateral recurrence in ductal carcinoma in situ (DCIS). However, the association of cellular composition of DCIS immune microenvironment with the histopathologic parameters and outcome is not well understood. METHODS:We queried our institutional database for patients with pure DCIS diagnosed between 2010 and 2019. Immunohistochemical studies for CD8, CD4, CD68, CD163, and FOXP3 were performed and evaluated in the DCIS microenvironment using tissue microarrays. Statistical methods included Fisher's exact test for categorical variables and the two-sample t-test or the Wilcoxon Rank-Sum test for continuous variables. RESULTS:The analytic sample included 67 patients. Median age was 62 years (range = 53 to 66) and median follow up was 6.7 years (range = 5.3 to 7.8). Thirteen patients had ipsilateral recurrence. Of all the clinicopathologic variables, only the DCIS size and TIL density were significantly associated with recurrence (p = 0.023 and 0.006, respectively). After adjusting for age and TIL density, only high CD68 (>50) and high CD68/CD163 ratio (>0.46) correlated with ipsilateral recurrence (p = 0.026 and 0.013, respectively) and shorter time to recurrence [hazard ratio 4.87 (95% CI: 1.24-19, p = 0.023) and 10.32 (95% CI: 1.34-80, p = 0.025), respectively]. CONCLUSIONS:macrophage density and CD68/CD163 ratio also predict a shorter time to recurrence.
PMCID:9062471
PMID: 35489232
ISSN: 1532-3080
CID: 5217782

SHP2 inhibition diminishes KRASG12C cycling and promotes tumor microenvironment remodeling

Fedele, Carmine; Li, Shuai; Teng, Kai Wen; Foster, Connor J R; Peng, David; Ran, Hao; Mita, Paolo; Geer, Mitchell J; Hattori, Takamitsu; Koide, Akiko; Wang, Yubao; Tang, Kwan Ho; Leinwand, Joshua; Wang, Wei; Diskin, Brian; Deng, Jiehui; Chen, Ting; Dolgalev, Igor; Ozerdem, Ugur; Miller, George; Koide, Shohei; Wong, Kwok-Kin; Neel, Benjamin G
KRAS is the most frequently mutated human oncogene, and KRAS inhibition has been a longtime goal. Recently, inhibitors were developed that bind KRASG12C-GDP and react with Cys-12 (G12C-Is). Using new affinity reagents to monitor KRASG12C activation and inhibitor engagement, we found that an SHP2 inhibitor (SHP2-I) increases KRAS-GDP occupancy, enhancing G12C-I efficacy. The SHP2-I abrogated RTK feedback signaling and adaptive resistance to G12C-Is in vitro, in xenografts, and in syngeneic KRASG12C-mutant pancreatic ductal adenocarcinoma (PDAC) and non-small cell lung cancer (NSCLC). SHP2-I/G12C-I combination evoked favorable but tumor site-specific changes in the immune microenvironment, decreasing myeloid suppressor cells, increasing CD8+ T cells, and sensitizing tumors to PD-1 blockade. Experiments using cells expressing inhibitor-resistant SHP2 showed that SHP2 inhibition in PDAC cells is required for PDAC regression and remodeling of the immune microenvironment but revealed direct inhibitory effects on tumor angiogenesis and vascularity. Our results demonstrate that SHP2-I/G12C-I combinations confer a substantial survival benefit in PDAC and NSCLC and identify additional potential combination strategies.
PMID: 33045063
ISSN: 1540-9538
CID: 4632492

Mediator Complex (MED) 7 is Downregulated in High Grade Ductal Carcinoma In Situ (DCIS) [Meeting Abstract]

Belovarac, Brendan; Vougiouklakis, Theodore; Ozerdem, Ugur
ISI:000518328800129
ISSN: 0023-6837
CID: 5525382

The Diagnostic Utility of EZH2 H-Score and Ki-67 Index in Non-Invasive Mammary Apocrine Lesions [Meeting Abstract]

Vougiouklakis, Theodore; Belovarac, Brendan; Lytle, Andrew; Chiriboga, Luis; Ozerdem, Ugur
ISI:000518328800282
ISSN: 0023-6837
CID: 5525392

Mediator Complex (MED) 7 is Downregulated in High Grade Ductal Carcinoma In Situ (DCIS) [Meeting Abstract]

Belovarac, Brendan; Vougiouklakis, Theodore; Ozerdem, Ugur
ISI:000518328900129
ISSN: 0893-3952
CID: 5525402

The Diagnostic Utility of EZH2 H-Score and Ki-67 Index in Non-Invasive Mammary Apocrine Lesions [Meeting Abstract]

Vougiouklakis, Theodore; Belovarac, Brendan; Lytle, Andrew; Chiriboga, Luis; Ozerdem, Ugur
ISI:000518328900282
ISSN: 0893-3952
CID: 5525412

Upgrade Rate of Intraductal Papilloma Diagnosed on Core Needle Biopsy in a Single Institution

Lin, Lawrence Hsu; Ozerdem, Ugur; Cotzia, Paolo; Lee, Jiyon; Chun, Jennifer; Schnabel, Freya; Darvishian, Farbod
The management of intraductal papilloma (IDP) diagnosed on core needle biopsy (CNB) is controversial due to the variable upgrade rates to breast carcinoma (BC) on subsequent surgical excision reported in the literature. The purpose of our study was to investigate the upgrade rate of IDP diagnosed on CNB to BC in subsequent surgical excision and the impact of clinical, pathologic and radiologic variables. This is a retrospective cohort of all women who had a diagnosis of IDP on a CNB between 2005 and 2018 in a tertiary academic center with subsequent surgical excision. Upgrade was defined as ductal carcinoma in situ (DCIS) and invasive carcinoma on surgical excision. Statistical analyses included Pearson's chi-square, Wilcoxon rank-sum and logistic regression. A total of 216 women with IDP in a CNB were included. Nineteen patients (8.8%) upgraded to BC in the overall cohort, including 14 DCIS and 5 invasive carcinomas. An upgrade rate of 27% was found in atypical IDP (14 of 51 cases), while only 3% of pure IDP upgraded to BC (5 of 165 cases). Older age (>53 years) at time of biopsy (OR=1.05, 95%CI 1.01-1.09, p=0.027) and concomitant atypical ductal hyperplasia (ADH) (OR=9.69, 95%CI 3.37-27.81, p<0.0001) were significantly associated with upgrade. Our results support surgical excision of IDP on CNB when associated with ADH or diagnosed in women older than 53 years of age. The low surgical upgrade rate of 3% for pure IDP on CNB in younger women should be part of the management discussion.
PMID: 33159966
ISSN: 1532-8392
CID: 4662082