Abstract PR05: Mapping the tumor and microenvironmental evolution underlying DCIS progression through multiplexed ion beam imaging

Abstract Ductal Carcinoma in Situ (DCIS) is a pre-invasive lesion that accounts for nearly 20% of new breast cancer diagnoses. Of these cases, about half will progress to invasive breast cancer (IBC) within ten years. However, because diagnostic criteria for delineating low risk lesions from those l...

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Published inCancer research (Chicago, Ill.) Vol. 80; no. 21_Supplement; p. PR05
Main Authors Risom, Tyler, Rivero, Belen, Liu, Candace, Baranski, Alex, Strand, Siri, Greenwald, Noah, McCaffrey, Erin, Varma, Sushama, Keren, Leeat, Srivastava, Sucheta, Zhu, Chunfang, Vennam, Sujay, Hwang, Shelley, Colditz, Graham, Bendall, Sean, West, Robert, Angelo, Michael
Format Journal Article
LanguageEnglish
Published 01.11.2020
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Abstract Abstract Ductal Carcinoma in Situ (DCIS) is a pre-invasive lesion that accounts for nearly 20% of new breast cancer diagnoses. Of these cases, about half will progress to invasive breast cancer (IBC) within ten years. However, because diagnostic criteria for delineating low risk lesions from those likely to progress to IBC have not been identified, many patients are receiving unnecessary chemotherapy and surgery that can result in therapy-related morbidity and death. With this in mind, we used Multiplexed Ion Beam Imaging by time of flight (MIBI-TOF) and RNA-seq laser-capture microdissection (SMART-3SEQ) to construct a comprehensive spatial atlas describing the structure, function, and cellular composition of DCIS. MIBI-TOF and SMART-3SEQ were used to compare lesions from patients that later developed IBC with those from age- and history matched DCIS controls without recurrence. Using a 37-marker staining panel to interrogate 137 lesions, we identified 30 distinct cell populations of the epithelial, stromal, and immune lineages that were arranged in recurrent cellular microenvironments specific for DCIS or invasive disease. We observe a coordinated shift in the immune and stromal compartments as invasive disease arises, including an expansion of immune cell diversity and transition to reactive stromal phenotypes in synchronous DCIS + IBC, which was distinct from the macrophage-dominant microenvironment of recurrent IBC. Single-cell segmentation using a deep learning model was combined with pixel-level coexpression analysis to determine how thickness, continuity, and phenotype of ductal myoepithelium changes as tumors progress from a pre-invasive state. These data were incorporated into a comprehensive model which was subsequently used to identify a subset of features that correlate with disease-free survival following DCIS tumor resection. Taken together, these features represent important prognostic metrics that can be used to separate pre-invasive from indolent DCIS tumors, and allow for tailored therapy that improves patient outcomes and quality of life in this disease. Citation Format: Tyler Risom, Belen Rivero, Candace Liu, Alex Baranski, Siri Strand, Noah Greenwald, Erin McCaffrey, Sushama Varma, Leeat Keren, Sucheta Srivastava, Chunfang Zhu, Sujay Vennam, Shelley Hwang, Graham Colditz, Sean Bendall, Robert West, Michael Angelo. Mapping the tumor and microenvironmental evolution underlying DCIS progression through multiplexed ion beam imaging [abstract]. In: Proceedings of the AACR Virtual Special Conference on Tumor Heterogeneity: From Single Cells to Clinical Impact; 2020 Sep 17-18. Philadelphia (PA): AACR; Cancer Res 2020;80(21 Suppl):Abstract nr PR05.
AbstractList Abstract Ductal Carcinoma in Situ (DCIS) is a pre-invasive lesion that accounts for nearly 20% of new breast cancer diagnoses. Of these cases, about half will progress to invasive breast cancer (IBC) within ten years. However, because diagnostic criteria for delineating low risk lesions from those likely to progress to IBC have not been identified, many patients are receiving unnecessary chemotherapy and surgery that can result in therapy-related morbidity and death. With this in mind, we used Multiplexed Ion Beam Imaging by time of flight (MIBI-TOF) and RNA-seq laser-capture microdissection (SMART-3SEQ) to construct a comprehensive spatial atlas describing the structure, function, and cellular composition of DCIS. MIBI-TOF and SMART-3SEQ were used to compare lesions from patients that later developed IBC with those from age- and history matched DCIS controls without recurrence. Using a 37-marker staining panel to interrogate 137 lesions, we identified 30 distinct cell populations of the epithelial, stromal, and immune lineages that were arranged in recurrent cellular microenvironments specific for DCIS or invasive disease. We observe a coordinated shift in the immune and stromal compartments as invasive disease arises, including an expansion of immune cell diversity and transition to reactive stromal phenotypes in synchronous DCIS + IBC, which was distinct from the macrophage-dominant microenvironment of recurrent IBC. Single-cell segmentation using a deep learning model was combined with pixel-level coexpression analysis to determine how thickness, continuity, and phenotype of ductal myoepithelium changes as tumors progress from a pre-invasive state. These data were incorporated into a comprehensive model which was subsequently used to identify a subset of features that correlate with disease-free survival following DCIS tumor resection. Taken together, these features represent important prognostic metrics that can be used to separate pre-invasive from indolent DCIS tumors, and allow for tailored therapy that improves patient outcomes and quality of life in this disease. Citation Format: Tyler Risom, Belen Rivero, Candace Liu, Alex Baranski, Siri Strand, Noah Greenwald, Erin McCaffrey, Sushama Varma, Leeat Keren, Sucheta Srivastava, Chunfang Zhu, Sujay Vennam, Shelley Hwang, Graham Colditz, Sean Bendall, Robert West, Michael Angelo. Mapping the tumor and microenvironmental evolution underlying DCIS progression through multiplexed ion beam imaging [abstract]. In: Proceedings of the AACR Virtual Special Conference on Tumor Heterogeneity: From Single Cells to Clinical Impact; 2020 Sep 17-18. Philadelphia (PA): AACR; Cancer Res 2020;80(21 Suppl):Abstract nr PR05.
Author Vennam, Sujay
McCaffrey, Erin
Risom, Tyler
Baranski, Alex
Greenwald, Noah
Srivastava, Sucheta
Zhu, Chunfang
Rivero, Belen
West, Robert
Liu, Candace
Strand, Siri
Keren, Leeat
Hwang, Shelley
Colditz, Graham
Angelo, Michael
Bendall, Sean
Varma, Sushama
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Snippet Abstract Ductal Carcinoma in Situ (DCIS) is a pre-invasive lesion that accounts for nearly 20% of new breast cancer diagnoses. Of these cases, about half will...
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