Tiak Ju Tan, Deni Van. Sechie, Ferris Nowlan, Noor Shakfa, Elizabeth Sunnucks, Sibyl Drissler, Jenn Gorman, Michael J. Geuenich, Chengxin Yu, Grannie O. Kane, Faiyaz Notta, Rob Grant, Julie Wilson, Steve Gallinger, Kieran R. Campbell, Hartland W. Jackson
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High-plex spatial proteomics have revealed that primary tumors are phenotypically mixed, but the relationship between intratumorally distinct phenotypes and their genomics remain unclear as existing genomics relies on bulk captured tumors. Therefore, this drives the need to spatially resolve the intra-tumoral genomic heterogeneity associated with distinct tumor phenotypes. We leveraged whole-slide high-plex Imaging Mass Cytometry (IMC) to stain a phenotypically mixed primary tumor with 41 different markers covering the classical (AGR2, TFF1, CEACAM6) and basal (TP63, KRT5, S100A2, CAV1) phenotype, pan-immune markers, epithelial transcription factors (GATA6, FOXA2, PDX1) and stroma. Bulk whole genome sequencing (30X) reveals that this tumor had undergone losses of chr 1p, 6p, 9, 17 and 8, in addition to 12p focal amplification and whole genome doubling. To address the association of spatial phenotypes to regional genomics, IMC guided laser capture microdissection (LCM) was performed on a serial section aligned to 4 classical (C1-4), 4 basal (B1-4) and 4 hybrid-staining (H1-4) regions, followed by independent shallow whole genome sequencing (sWGS) at 2X coverage for each captured region (n = 12). Quality control, alignment and variant calling was performed utilizing standard whole-genome sequencing workflow. Integer copy number was determined through 100kb bins and segmentation. A full range of ploidy solutions (2N, 3N and 4N) was fit for each region using Absolute Copy Number Estimation (ACE) and the best fit was used for each region. We observed that in region C2, losses in many chromosomes (1p, 6, 9, 17, 18) but had no arm level amplifications, indicating a mitotic defect. At region C3, we observed a small increase in the 12p segment harboring the KRAS locus, suggesting that a sub-clonal event had occurred resulting in amplification. At region H3, a phenotypically mixed region, a strong 12p amplification was observed along with widespread genomic instability. Finally, at region B1, the whole genome duplication is observed. Our initial pilot reveals a stepwise, orchestrated genome evolution process in a phenotypically mixed primary tumor which was not obvious in bulk whole genome sequencing, highlighting the need for spatially informed regional capture of tumors to uncover phenotypically and potentially clinically important genomic alterations. Citation Format: Tiak Ju Tan, Deni Van. Sechie, Ferris Nowlan, Noor Shakfa, Elizabeth Sunnucks, Sibyl Drissler, Jenn Gorman, Michael J. Geuenich, Chengxin Yu, Grannie O. Kane, Faiyaz Notta, Rob Grant, Julie Wilson, Steve Gallinger, Kieran R. Campbell, Hartland W. Jackson. Imaging mass cytometry guided shallow whole genome sequencing for phenotype informed regional copy number profiling in a pancreatic tumor [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Advances in Pancreatic Cancer Research—Emerging Science Driving Transformative Solutions; Boston, MA; 2025 Sep 28-Oct 1; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2025;85(18_Suppl_3): nr B113.","PeriodicalId":9441,"journal":{"name":"Cancer research","volume":"97 1","pages":""},"PeriodicalIF":16.6000,"publicationDate":"2025-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Abstract B113: Imaging mass cytometry guided shallow whole genome sequencing for phenotype informed regional copy number profiling in a pancreatic tumor\",\"authors\":\"Tiak Ju Tan, Deni Van. Sechie, Ferris Nowlan, Noor Shakfa, Elizabeth Sunnucks, Sibyl Drissler, Jenn Gorman, Michael J. 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Therefore, this drives the need to spatially resolve the intra-tumoral genomic heterogeneity associated with distinct tumor phenotypes. We leveraged whole-slide high-plex Imaging Mass Cytometry (IMC) to stain a phenotypically mixed primary tumor with 41 different markers covering the classical (AGR2, TFF1, CEACAM6) and basal (TP63, KRT5, S100A2, CAV1) phenotype, pan-immune markers, epithelial transcription factors (GATA6, FOXA2, PDX1) and stroma. Bulk whole genome sequencing (30X) reveals that this tumor had undergone losses of chr 1p, 6p, 9, 17 and 8, in addition to 12p focal amplification and whole genome doubling. To address the association of spatial phenotypes to regional genomics, IMC guided laser capture microdissection (LCM) was performed on a serial section aligned to 4 classical (C1-4), 4 basal (B1-4) and 4 hybrid-staining (H1-4) regions, followed by independent shallow whole genome sequencing (sWGS) at 2X coverage for each captured region (n = 12). Quality control, alignment and variant calling was performed utilizing standard whole-genome sequencing workflow. Integer copy number was determined through 100kb bins and segmentation. A full range of ploidy solutions (2N, 3N and 4N) was fit for each region using Absolute Copy Number Estimation (ACE) and the best fit was used for each region. We observed that in region C2, losses in many chromosomes (1p, 6, 9, 17, 18) but had no arm level amplifications, indicating a mitotic defect. At region C3, we observed a small increase in the 12p segment harboring the KRAS locus, suggesting that a sub-clonal event had occurred resulting in amplification. At region H3, a phenotypically mixed region, a strong 12p amplification was observed along with widespread genomic instability. Finally, at region B1, the whole genome duplication is observed. 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引用次数: 0
摘要
胰腺腺癌(PDAC)由于在肿瘤中普遍存在的基因组不稳定性而表现出巨大的基因组可塑性。对原发性诊断和转移性疾病进展患者的纵向全基因组测序显示,KRAS拷贝数扩增和等位基因失衡是典型表型向基底样表型转换的驱动因素,导致全基因组重复、基因组不稳定和侵袭性转移的倾向。高plex空间蛋白质组学已经揭示原发肿瘤是表型混合的,但瘤内不同表型与其基因组学之间的关系尚不清楚,因为现有的基因组学依赖于大量捕获的肿瘤。因此,这就需要在空间上解决与不同肿瘤表型相关的肿瘤内基因组异质性。我们利用全片高plex成像质量细胞术(IMC)对41种不同标记物进行表型混合原发肿瘤染色,包括经典(AGR2, TFF1, CEACAM6)和基础(TP63, KRT5, S100A2, CAV1)表型,泛免疫标记物,上皮转录因子(GATA6, FOXA2, PDX1)和基质。大量全基因组测序(30X)显示该肿瘤经历了chr 1p、6p、9、17和8的缺失,除了12p的局灶扩增和全基因组加倍。为了研究空间表型与区域基因组学的关联,研究人员对4个经典(C1-4)、4个基础(B1-4)和4个杂交染色(H1-4)区域的序列切片进行了IMC引导激光捕获显微解剖(LCM),然后对每个捕获区域进行独立的浅全基因组测序(sWGS),覆盖范围为2X (n = 12)。利用标准全基因组测序工作流程进行质量控制、比对和变异召唤。通过100kb的bin和分段确定整数拷贝数。采用绝对拷贝数估计(Absolute Copy Number Estimation, ACE)对每个区域进行全范围的倍性解(2N、3N和4N)拟合,并对每个区域进行最佳拟合。我们观察到,在C2区,许多染色体(1p, 6, 9, 17, 18)丢失,但没有臂水平扩增,表明有丝分裂缺陷。在C3区,我们观察到含有KRAS位点的12p片段的少量增加,表明发生了亚克隆事件导致扩增。在H3区,一个表型混合区域,观察到强烈的12p扩增以及广泛的基因组不稳定性。最后,在B1区,观察到整个基因组的重复。我们最初的试验揭示了在表型混合原发肿瘤中逐步、精心安排的基因组进化过程,这在批量全基因组测序中并不明显,强调了对肿瘤进行空间知情区域捕获以发现表型和潜在临床重要的基因组改变的必要性。引文格式:Tiak Ju Tan, Deni Van。Sechie, Ferris nolan, Noor Shakfa, Elizabeth Sunnucks, Sibyl Drissler, Jenn Gorman, Michael J. Geuenich, Chengxin Yu, granannie O. Kane, Faiyaz Notta, Rob Grant, Julie Wilson, Steve Gallinger, Kieran R. Campbell, Hartland W. Jackson。成像质量细胞术引导浅全基因组测序,用于胰腺肿瘤的表型信息区域拷贝数分析[摘要]。摘自:AACR癌症研究特别会议论文集:胰腺癌研究进展-新兴科学驱动变革解决方案;波士顿;2025年9月28日至10月1日;波士顿,MA。费城(PA): AACR;癌症研究2025;85(18_Suppl_3): nr B113。
Abstract B113: Imaging mass cytometry guided shallow whole genome sequencing for phenotype informed regional copy number profiling in a pancreatic tumor
Pancreatic adenocarcinoma (PDAC) exhibits a huge range of genomic plasticity due to prevalent genomic instability across tumors. Longitudinal whole genome sequencing of patients at primary diagnosis and metastatic disease progression have shown KRAS copy number amplification and allelic imbalance as drivers of classical to basal-like phenotypic switch, resulting in propensity for whole genome duplication, genomic instability and aggressive metastasis. High-plex spatial proteomics have revealed that primary tumors are phenotypically mixed, but the relationship between intratumorally distinct phenotypes and their genomics remain unclear as existing genomics relies on bulk captured tumors. Therefore, this drives the need to spatially resolve the intra-tumoral genomic heterogeneity associated with distinct tumor phenotypes. We leveraged whole-slide high-plex Imaging Mass Cytometry (IMC) to stain a phenotypically mixed primary tumor with 41 different markers covering the classical (AGR2, TFF1, CEACAM6) and basal (TP63, KRT5, S100A2, CAV1) phenotype, pan-immune markers, epithelial transcription factors (GATA6, FOXA2, PDX1) and stroma. Bulk whole genome sequencing (30X) reveals that this tumor had undergone losses of chr 1p, 6p, 9, 17 and 8, in addition to 12p focal amplification and whole genome doubling. To address the association of spatial phenotypes to regional genomics, IMC guided laser capture microdissection (LCM) was performed on a serial section aligned to 4 classical (C1-4), 4 basal (B1-4) and 4 hybrid-staining (H1-4) regions, followed by independent shallow whole genome sequencing (sWGS) at 2X coverage for each captured region (n = 12). Quality control, alignment and variant calling was performed utilizing standard whole-genome sequencing workflow. Integer copy number was determined through 100kb bins and segmentation. A full range of ploidy solutions (2N, 3N and 4N) was fit for each region using Absolute Copy Number Estimation (ACE) and the best fit was used for each region. We observed that in region C2, losses in many chromosomes (1p, 6, 9, 17, 18) but had no arm level amplifications, indicating a mitotic defect. At region C3, we observed a small increase in the 12p segment harboring the KRAS locus, suggesting that a sub-clonal event had occurred resulting in amplification. At region H3, a phenotypically mixed region, a strong 12p amplification was observed along with widespread genomic instability. Finally, at region B1, the whole genome duplication is observed. Our initial pilot reveals a stepwise, orchestrated genome evolution process in a phenotypically mixed primary tumor which was not obvious in bulk whole genome sequencing, highlighting the need for spatially informed regional capture of tumors to uncover phenotypically and potentially clinically important genomic alterations. Citation Format: Tiak Ju Tan, Deni Van. Sechie, Ferris Nowlan, Noor Shakfa, Elizabeth Sunnucks, Sibyl Drissler, Jenn Gorman, Michael J. Geuenich, Chengxin Yu, Grannie O. Kane, Faiyaz Notta, Rob Grant, Julie Wilson, Steve Gallinger, Kieran R. Campbell, Hartland W. Jackson. Imaging mass cytometry guided shallow whole genome sequencing for phenotype informed regional copy number profiling in a pancreatic tumor [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Advances in Pancreatic Cancer Research—Emerging Science Driving Transformative Solutions; Boston, MA; 2025 Sep 28-Oct 1; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2025;85(18_Suppl_3): nr B113.
期刊介绍:
Cancer Research, published by the American Association for Cancer Research (AACR), is a journal that focuses on impactful original studies, reviews, and opinion pieces relevant to the broad cancer research community. Manuscripts that present conceptual or technological advances leading to insights into cancer biology are particularly sought after. The journal also places emphasis on convergence science, which involves bridging multiple distinct areas of cancer research.
With primary subsections including Cancer Biology, Cancer Immunology, Cancer Metabolism and Molecular Mechanisms, Translational Cancer Biology, Cancer Landscapes, and Convergence Science, Cancer Research has a comprehensive scope. It is published twice a month and has one volume per year, with a print ISSN of 0008-5472 and an online ISSN of 1538-7445.
Cancer Research is abstracted and/or indexed in various databases and platforms, including BIOSIS Previews (R) Database, MEDLINE, Current Contents/Life Sciences, Current Contents/Clinical Medicine, Science Citation Index, Scopus, and Web of Science.