ABSTRACT
To improve the understanding of chemo-refractory high-grade serous ovarian cancers (HGSOCs), we characterized the proteogenomic landscape of 242 (refractory and sensitive) HGSOCs, representing one discovery and two validation cohorts across two biospecimen types (formalin-fixed paraffin-embedded and frozen). We identified a 64-protein signature that predicts with high specificity a subset of HGSOCs refractory to initial platinum-based therapy and is validated in two independent patient cohorts. We detected significant association between lack of Ch17 loss of heterozygosity (LOH) and chemo-refractoriness. Based on pathway protein expression, we identified 5 clusters of HGSOC, which validated across two independent patient cohorts and patient-derived xenograft (PDX) models. These clusters may represent different mechanisms of refractoriness and implicate putative therapeutic vulnerabilities.
Subject(s)
Cystadenocarcinoma, Serous , Ovarian Neoplasms , Proteogenomics , Female , Humans , Cystadenocarcinoma, Serous/drug therapy , Cystadenocarcinoma, Serous/genetics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/geneticsABSTRACT
We present an exceptional case of a patient with high-grade serous ovarian cancer, treated with multiple chemotherapy regimens, who exhibited regression of some metastatic lesions with concomitant progression of other lesions during a treatment-free period. Using immunogenomic approaches, we found that progressing metastases were characterized by immune cell exclusion, whereas regressing and stable metastases were infiltrated by CD8+ and CD4+ T cells and exhibited oligoclonal expansion of specific T cell subsets. We also detected CD8+ T cell reactivity against predicted neoepitopes after isolation of cells from a blood sample taken almost 3 years after the tumors were resected. These findings suggest that multiple distinct tumor immune microenvironments co-exist within a single individual and may explain in part the heterogeneous fates of metastatic lesions often observed in the clinic post-therapy. VIDEO ABSTRACT.
Subject(s)
Cystadenocarcinoma, Serous/pathology , Neoplasm Metastasis/immunology , Ovarian Neoplasms/pathology , Tumor Microenvironment , Antigens, Neoplasm/immunology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/immunology , Cystadenocarcinoma, Serous/therapy , Female , Gene Expression Regulation, Neoplastic , Humans , Mutation , Neoplasm Metastasis/genetics , Neoplasm Metastasis/therapy , Ovarian Neoplasms/genetics , Ovarian Neoplasms/immunology , Ovarian Neoplasms/therapy , T-Lymphocytes/immunology , TranscriptomeABSTRACT
High-grade serous ovarian cancer (HGSOC) is an archetypal cancer of genomic instability1-4 patterned by distinct mutational processes5,6, tumour heterogeneity7-9 and intraperitoneal spread7,8,10. Immunotherapies have had limited efficacy in HGSOC11-13, highlighting an unmet need to assess how mutational processes and the anatomical sites of tumour foci determine the immunological states of the tumour microenvironment. Here we carried out an integrative analysis of whole-genome sequencing, single-cell RNA sequencing, digital histopathology and multiplexed immunofluorescence of 160 tumour sites from 42 treatment-naive patients with HGSOC. Homologous recombination-deficient HRD-Dup (BRCA1 mutant-like) and HRD-Del (BRCA2 mutant-like) tumours harboured inflammatory signalling and ongoing immunoediting, reflected in loss of HLA diversity and tumour infiltration with highly differentiated dysfunctional CD8+ T cells. By contrast, foldback-inversion-bearing tumours exhibited elevated immunosuppressive TGFß signalling and immune exclusion, with predominantly naive/stem-like and memory T cells. Phenotypic state associations were specific to anatomical sites, highlighting compositional, topological and functional differences between adnexal tumours and distal peritoneal foci. Our findings implicate anatomical sites and mutational processes as determinants of evolutionary phenotypic divergence and immune resistance mechanisms in HGSOC. Our study provides a multi-omic cellular phenotype data substrate from which to develop and interpret future personalized immunotherapeutic approaches and early detection research.
Subject(s)
Immune Evasion , Mutation , Ovarian Neoplasms , Female , Humans , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/pathology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/immunology , Cystadenocarcinoma, Serous/pathology , Homologous Recombination , Immune Evasion/genetics , Ovarian Neoplasms/genetics , Ovarian Neoplasms/immunology , Ovarian Neoplasms/pathology , Tumor Microenvironment , Transforming Growth Factor beta , Genes, BRCA1 , Genes, BRCA2ABSTRACT
Significant racial disparities exist between Black and White patients with uterine serous carcinoma (USC). While the reasons for these disparities are unclear, several studies have demonstrated significantly different rates of driver mutations between racial groups, including TP53. However, limited research has investigated the transcriptional differences of tumors or the composition of the tumor microenvironment (TME) between these groups. Here, we report the single-nuclei RNA-sequencing profiles of primary USC tumors from diverse racial backgrounds. We find that there are significant differences between the tumors of Black and White patients. Tumors from Black patients exhibited higher expression of specific genes associated with aggressiveness, such as PAX8, and axon guidance and synaptic signaling pathways. We also demonstrated that T cell populations are reduced in the tumor tissue compared to matched benign, while anti-inflammatory macrophage populations are retained within the TME. Furthermore, we investigated the connection between PAX8 overexpression and immunosuppression in USC through regulation of several cytokines and chemokines. Notably, we show that PAX8 activity can influence macrophage gene expression and protein secretion. These studies provide a detailed understanding of the USC transcriptome and TME, and identify differences in tumor biology from patients of different racial backgrounds.
Subject(s)
PAX8 Transcription Factor , Signal Transduction , Tumor Microenvironment , Uterine Neoplasms , Humans , Female , Tumor Microenvironment/immunology , Tumor Microenvironment/genetics , Uterine Neoplasms/genetics , Uterine Neoplasms/pathology , PAX8 Transcription Factor/genetics , PAX8 Transcription Factor/metabolism , Signal Transduction/genetics , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/immunology , Gene Expression Regulation, Neoplastic , White People/genetics , Single-Cell Analysis , Middle AgedABSTRACT
The high-grade serous ovarian cancer (HGSOC) risk locus at chromosome 1p34.3 resides within a frequently amplified genomic region signifying the presence of an oncogene. Here, we integrate in silico variant-to-function analysis with functional studies to characterize the oncogenic potential of candidate genes in the 1p34.3 locus. Fine mapping of genome-wide association statistics identified candidate causal SNPs local to H3K27ac-demarcated enhancer regions that exhibit allele-specific binding for CTCF in HGSOC and normal fallopian tube secretory epithelium cells (FTSECs). SNP risk associations colocalized with eQTL for six genes (DNALI1, GNL2, RSPO1, SNIP1, MEAF6, and LINC01137) that are more highly expressed in carriers of the risk allele, and three (DNALI1, GNL2, and RSPO1) were upregulated in HGSOC compared to normal ovarian surface epithelium cells and/or FTSECs. Increased expression of GNL2 and MEAF6 was associated with shorter survival in HGSOC with 1p34.3 amplifications. Despite its activation of ß-catenin signaling, RSPO1 overexpression exerted no effects on proliferation or colony formation in our study of ovarian cancer and FTSECs. Instead, GNL2, MEAF6, and SNIP1 silencing impaired in vitro ovarian cancer cell growth. Additionally, GNL2 silencing diminished xenograft tumor formation, whereas overexpression stimulated proliferation and colony formation in FTSECs. GNL2 influences 60S ribosomal subunit maturation and global protein synthesis in ovarian cancer and FTSECs, providing a potential mechanism of how GNL2 upregulation might promote ovarian cancer development and mediate genetic susceptibility of HGSOC.
Subject(s)
Chromosomes, Human, Pair 1 , Cystadenocarcinoma, Serous/genetics , GTP-Binding Proteins/genetics , Genetic Predisposition to Disease , Ovarian Neoplasms/genetics , Quantitative Trait Loci , Alleles , Alternative Splicing , Animals , Cell Line, Tumor , Cell Transformation, Neoplastic/genetics , Chromatin Immunoprecipitation Sequencing , Cystadenocarcinoma, Serous/pathology , DNA Copy Number Variations , Disease Models, Animal , Enhancer Elements, Genetic , Female , GTP-Binding Proteins/metabolism , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Gene Silencing , Genetic Association Studies , Genome-Wide Association Study , Heterografts , Humans , Mice , Neoplasm Grading , Odds Ratio , Ovarian Neoplasms/epidemiology , Ovarian Neoplasms/mortality , Ovarian Neoplasms/pathology , Polymorphism, Single Nucleotide , Prognosis , Transcriptome , White PeopleABSTRACT
Tumor-infiltrating lymphocytes (TILs) are associated with improved survival in patients with epithelial ovarian cancer. However, TIL evaluation has not been used in routine clinical practice because of reproducibility issues. The current study developed two convolutional neural network models to detect TILs and to determine their spatial location in whole slide images, and established a spatial assessment pipeline to objectively quantify intraepithelial and stromal TILs in patients with high-grade serous ovarian carcinoma. The predictions of the established models showed a significant positive correlation with the number of CD8+ T cells and immune gene expressions. Patients with a higher density of intraepithelial TILs had a significantly prolonged overall survival and progression-free survival in multiple cohorts. On the basis of the density of intraepithelial and stromal TILs, patients were classified into three immunophenotypes: immune inflamed, excluded, and desert. The immune-desert subgroup showed the worst prognosis. Gene expression analysis showed that the immune-desert subgroup had lower immune cytolytic activity and T-cell-inflamed gene-expression profile scores, whereas the immune-excluded subgroup had higher expression of interferon-γ and programmed death 1 receptor signaling pathway. The established evaluation method provided detailed and comprehensive quantification of intraepithelial and stromal TILs throughout hematoxylin and eosin-stained slides. It has potential for clinical application for personalized treatment of patients with ovarian cancer.
Subject(s)
Cystadenocarcinoma, Serous , Deep Learning , Lymphocytes, Tumor-Infiltrating , Ovarian Neoplasms , Humans , Female , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/pathology , Ovarian Neoplasms/immunology , Ovarian Neoplasms/pathology , Ovarian Neoplasms/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/immunology , Cystadenocarcinoma, Serous/genetics , Middle Aged , Aged , Prognosis , Stromal Cells/pathology , Stromal Cells/immunology , Stromal Cells/metabolism , Intraepithelial Lymphocytes/immunology , Intraepithelial Lymphocytes/metabolismABSTRACT
Mesonephric-like adenocarcinoma (MLA) of the female genital tract is an uncommon histotype that can arise in both the endometrium and the ovary. The exact cell of origin and histogenesis currently remain unknown. Here, we investigated whole genome DNA methylation patterns and copy number variations (CNVs) in a series of MLAs in the context of a large cohort of various gynaecological carcinoma types. CNV analysis of 19 MLAs uncovered gains of chromosomes 1q (18/19, 95%), 10 (15/19, 79%), 12 (14/19, 74%), and 2 (10/19, 53%), as well as loss of chromosome 1p (7/19, 37%). Gains of chromosomes 1q, 10, and 12 were also identified in the majority of mesonephric adenocarcinomas of the uterine cervix (MAs) as well as subsets of endometrioid carcinomas (ECs) and low-grade serous carcinomas of the ovary (LGSCs) but only in a minority of serous carcinomas of the uterine corpus (USCs), clear cell carcinomas (CCCs), and tubo-ovarian high-grade serous carcinomas (HGSCs). While losses of chromosome 1p together with gains of chromosome 1q were also identified in both MA and LGSC, gains of chromosome 2 were almost exclusively identified in MLA and MA. Unsupervised hierarchical clustering and t-SNE analysis of DNA methylation data (Illumina EPIC array) identified a co-clustering for MLAs and MAs, which was distinct from clusters of ECs, USCs, CCCs, LGSCs, and HGSCs. Group-wise comparisons confirmed a close epigenetic relationship between MLA and MA. These findings, in conjunction with the established histological and immunophenotypical overlap, suggest bona fide mesonephric differentiation, and support a more precise terminology of mesonephric-type adenocarcinoma instead of MLA in these tumours. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Subject(s)
Carcinoma, Endometrioid , Cystadenocarcinoma, Serous , Ovarian Neoplasms , Female , Humans , Cervix Uteri/pathology , DNA Copy Number Variations , DNA Methylation , Carcinoma, Endometrioid/genetics , Carcinoma, Endometrioid/pathology , Cystadenocarcinoma, Serous/genetics , Carcinoma, Ovarian Epithelial/genetics , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathologyABSTRACT
Ovarian high-grade serous carcinoma (HGSC) originates in the fallopian tube, with secretory cells carrying a TP53 mutation, known as p53 signatures, identified as potential precursors. p53 signatures evolve into serous tubal intraepithelial carcinoma (STIC) lesions, which in turn progress into invasive HGSC, which readily spreads to the ovary and disseminates around the peritoneal cavity. We recently investigated the genomic landscape of early- and late-stage HGSC and found higher ploidy in late-stage (median 3.1) than early-stage (median 2.0) samples. Here, to explore whether the high ploidy and possible whole-genome duplication (WGD) observed in late-stage disease were determined early in the evolution of HGSC, we analysed archival formalin-fixed paraffin-embedded (FFPE) samples from five HGSC patients. p53 signatures and STIC lesions were laser-capture microdissected and sequenced using shallow whole-genome sequencing (sWGS), while invasive ovarian/fallopian tube and metastatic carcinoma samples underwent macrodissection and were profiled using both sWGS and targeted next-generation sequencing. Results showed highly similar patterns of global copy number change between STIC lesions and invasive carcinoma samples within each patient. Ploidy changes were evident in STIC lesions, but not p53 signatures, and there was a strong correlation between ploidy in STIC lesions and invasive ovarian/fallopian tube and metastatic samples in each patient. The reconstruction of sample phylogeny for each patient from relative copy number indicated that high ploidy, when present, occurred early in the evolution of HGSC, which was further validated by copy number signatures in ovarian and metastatic tumours. These findings suggest that aberrant ploidy, suggestive of WGD, arises early in HGSC and is detected in STIC lesions, implying that the trajectory of HGSC may be determined at the earliest stages of tumour development. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Subject(s)
Cystadenocarcinoma, Serous , Fallopian Tube Neoplasms , Ovarian Neoplasms , Tumor Suppressor Protein p53 , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Fallopian Tube Neoplasms/genetics , Fallopian Tube Neoplasms/pathology , Tumor Suppressor Protein p53/genetics , Carcinoma in Situ/genetics , Carcinoma in Situ/pathology , Neoplasm Grading , DNA Copy Number Variations , Mutation , Genomics/methods , Whole Genome Sequencing , Ploidies , Middle Aged , Biomarkers, Tumor/genetics , Disease ProgressionABSTRACT
High-grade serous ovarian cancer (HGSOC) remains the most lethal female cancer by far. Herein, clinical HGSOC samples had higher N6-methyladenosine (m6A) modification than normal ovarian tissue, and its dysregulation had been reported to drive aberrant transcription and translation programs. However, Kringle-containing transmembrane protein 2 (KREMEN2) and its m6A modification have not been fully elucidated in HGSOC. In this study, the data from the high-throughput messenger RNA (mRNA) sequencing of clinical samples were processed using the weighted correlation network analysis and functional enrichment analysis. Results revealed that KREMEN2 was a driver gene in the tumorigenesis of HGSOC and a potential target of m6A demethylase fat-mass and obesity-associated protein (FTO). KREMEN2 and FTO levels were upregulated and downregulated, respectively, and correlation analysis showed a significant negative correlation in HGSOC samples. Importantly, upregulated KREMEN2 was remarkably associated with lymph node metastasis, distant metastasis, peritoneal metastasis, and high International Federation of Gynecology and Obstetrics stage (â ¢/â £), independent of the age of patients. KREMEN2 promoted the growth of HGSOC in vitro and in vivo, which was dependent on FTO. The methylated RNA immunoprecipitation qPCR and RNA immunoprecipitation assays were performed to verify the m6A level and sites of KREMEN2. FTO overexpression significantly decreased m6A modification in the 3' and 5' untranslated regions of KREMEN2 mRNA and downregulated its expression. In addition, we found that FTO-mediated m6A modification of KREMEN2 mRNA was recognized and stabilized by the m6A reader IGF2BP1 rather than by IGF2BP2 or IGF2BP3. This study highlights the m6A modification of KREMEN2 and extends the importance of RNA epigenetics in HGSOC.
Subject(s)
Adenosine , Alpha-Ketoglutarate-Dependent Dioxygenase FTO , Ovarian Neoplasms , Receptors, Cell Surface , Animals , Female , Humans , Mice , Middle Aged , Adenosine/analogs & derivatives , Alpha-Ketoglutarate-Dependent Dioxygenase FTO/genetics , Carcinogenesis/genetics , Cell Line, Tumor , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/secondary , Disease Progression , Gene Expression Regulation, Neoplastic , Membrane Proteins/metabolism , Membrane Proteins/genetics , Mice, Nude , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Receptors, Cell Surface/geneticsABSTRACT
High-grade serous ovarian carcinoma (HGSC) is the most common subtype of ovarian cancer and is among the most fatal gynecological malignancies worldwide, due to late diagnosis at advanced stages and frequent therapy resistance. In 47 HGSC patients, we assessed somatic and germline genetic variability of a custom panel of 144 known or suspected HGSC-related genes by high-coverage targeted DNA sequencing to identify the genetic determinants associated with resistance to platinum-based therapy. In the germline, the most mutated genes were DNAH14 (17%), RAD51B (17%), CFTR (13%), BRCA1 (11%), and RAD51 (11%). Somatically, the most mutated gene was TP53 (98%), followed by CSMD1/2/3 (19/19/36%), and CFTR (23%). Results were compared with those from whole exome sequencing of a similar set of 35 HGSC patients. Somatic variants in TP53 were also validated using GENIE data of 1287 HGSC samples. Our approach showed increased prevalence of high impact somatic and germline mutations, especially those affecting splice sites of TP53, compared to validation datasets. Furthermore, nonsense TP53 somatic mutations were negatively associated with patient survival. Elevated TP53 transcript levels were associated with platinum resistance and presence of TP53 missense mutations, while decreased TP53 levels were found in tumors carrying mutations with predicted high impact, which was confirmed in The Cancer Genome Atlas data (n = 260). Targeted DNA sequencing of TP53 combined with transcript quantification may contribute to the concept of precision oncology of HGSC. Future studies should explore targeting the p53 pathway based on specific mutation types and co-analyze the expression and mutational profiles of other key cancer genes.
Subject(s)
Cystadenocarcinoma, Serous , Drug Resistance, Neoplasm , Ovarian Neoplasms , Tumor Suppressor Protein p53 , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/pathology , Tumor Suppressor Protein p53/genetics , Drug Resistance, Neoplasm/genetics , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/drug therapy , Cystadenocarcinoma, Serous/pathology , Middle Aged , Mutation , Aged , Adult , Germ-Line Mutation , Gene Expression Regulation, Neoplastic , Exome Sequencing/methods , Platinum/therapeutic use , Platinum/pharmacologyABSTRACT
BACKGROUND: Uterine serous cancer (USC) comprises around 10% of all uterine cancers. However, USC accounts for approximately 40% of uterine cancer deaths, which is attributed to tumor aggressiveness and limited effective treatment. Galectin 3 (Gal3) has been implicated in promoting aggressive features in some malignancies. However, Gal3's role in promoting USC pathology is lacking. METHODS: We explored the relationship between LGALS3 levels and prognosis in USC patients using TCGA database, and examined the association between Gal3 levels in primary USC tumors and clinical-pathological features. CRISPR/Cas9-mediated Gal3-knockout (KO) and GB1107, inhibitor of Gal3, were employed to evaluate Gal3's impact on cell function. RESULTS: TCGA analysis revealed a worse prognosis for USC patients with high LGALS3. Patients with no-to-low Gal3 expression in primary tumors exhibited reduced clinical-pathological tumor progression. Gal3-KO and GB1107 reduced cell proliferation, stemness, adhesion, migration, and or invasion properties of USC lines. Furthermore, Gal3-positive conditioned media (CM) stimulated vascular tubal formation and branching and transition of fibroblast to cancer-associated fibroblast compared to Gal3-negative CM. Xenograft models emphasized the significance of Gal3 loss with fewer and smaller tumors compared to controls. Moreover, GB1107 impeded the growth of USC patient-derived organoids. CONCLUSION: These findings suggest inhibiting Gal3 may benefit USC patients.
Subject(s)
Blood Proteins , Cystadenocarcinoma, Serous , Galectin 3 , Uterine Neoplasms , Humans , Female , Uterine Neoplasms/pathology , Uterine Neoplasms/genetics , Uterine Neoplasms/metabolism , Galectin 3/genetics , Galectin 3/metabolism , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/metabolism , Cell Proliferation , Cell Line, Tumor , Prognosis , Animals , Mice , Galectins/genetics , Galectins/metabolism , Cell MovementABSTRACT
BACKGROUND: Considerable interobserver variability exists in diagnosis of ovarian high-grade endometrioid carcinoma (HGEC) and high-grade serous carcinoma (HGSC) due to histopathological similarities. While homologous recombination deficiency (HRD) correlates with drug sensitivity in HGSC, the molecular features of HGEC are unclear. METHODS: Fresh-frozen samples from 15 ovarian HGECs and 274 ovarian HGSCs in the JGOG-TR2 cohort were submitted to targeted DNA sequencing, RNA sequencing, DNA methylation array, and SNP array. We additionally analyzed 555 ovarian HGSCs from TCGA-OV and 287 endometrial high-grade carcinomas from TCGA-UCEC. RESULTS: Unsupervised clustering using copy number signatures identified four distinct tumor groups (C1, C2, C3 and C4). C1 (n = 41) showed CCNE1 amplification and poor survival. C2 (n = 160) and C3 (n = 59) showed high BRCA1/2 alteration frequency with low and moderate ploidy, respectively. C4 (n = 22) was characterized by favorable outcome, higher HGEC proportion, no BRCA1/2 alteration or CCNE1 amplification, and low levels of HRD score, ploidy, intra-tumoral heterogeneity, cell proliferation rate, and WT1 gene expression. Notably, C4 exhibited a normal endometrium-like DNA methylation profile, thus, defined as "HGEC-type" tumors, which were also identified in TCGA-OV and TCGA-UCEC. CONCLUSIONS: Ovarian "HGEC-type" tumors present a non-HRD status, favorable prognosis, and endometrial differentiation, possibly constituting a subset of clinically diagnosed HGSCs.
Subject(s)
Carcinoma, Endometrioid , Cystadenocarcinoma, Serous , DNA Methylation , Ovarian Neoplasms , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Ovarian Neoplasms/classification , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Carcinoma, Endometrioid/genetics , Carcinoma, Endometrioid/pathology , Cyclin E/genetics , Middle Aged , DNA Copy Number Variations , BRCA2 Protein/genetics , Neoplasm Grading , BRCA1 Protein/genetics , Oncogene Proteins/genetics , Aged , Endometrial Neoplasms/genetics , Endometrial Neoplasms/pathology , Endometrial Neoplasms/classification , Polymorphism, Single Nucleotide , Adult , Prognosis , MultiomicsABSTRACT
Image-based deep learning models are used to extract new information from standard hematoxylin and eosin pathology slides; however, biological interpretation of the features detected by artificial intelligence (AI) remains a challenge. High-grade serous carcinoma of the ovary (HGSC) is characterized by aggressive behavior and chemotherapy resistance, but also exhibits striking variability in outcome. Our understanding of this disease is limited, partly due to considerable tumor heterogeneity. We previously trained an AI model to identify HGSC tumor regions that are highly associated with outcome status but are indistinguishable by conventional morphologic methods. Here, we applied spatially resolved transcriptomics to further profile the AI-identified tumor regions in 16 patients (8 per outcome group) and identify molecular features related to disease outcome in patients who underwent primary debulking surgery and platinum-based chemotherapy. We examined formalin-fixed paraffin-embedded tissue from (1) regions identified by the AI model as highly associated with short or extended chemotherapy response, and (2) background tumor regions (not identified by the AI model as highly associated with outcome status) from the same tumors. We show that the transcriptomic profiles of AI-identified regions are more distinct than background regions from the same tumors, are superior in predicting outcome, and differ in several pathways including those associated with chemoresistance in HGSC. Further, we find that poor outcome and good outcome regions are enriched by different tumor subpopulations, suggesting distinctive interaction patterns. In summary, our work presents proof of concept that AI-guided spatial transcriptomic analysis improves recognition of biologic features relevant to patient outcomes.
Subject(s)
Artificial Intelligence , Cystadenocarcinoma, Serous , Ovarian Neoplasms , Transcriptome , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Ovarian Neoplasms/drug therapy , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/drug therapy , Prognosis , Gene Expression Profiling/methods , Middle Aged , AgedABSTRACT
The high-grade serous ovarian cancer (HG-SOC) tumor microenvironment (TME) is constellated by cellular elements and a network of soluble constituents that contribute to tumor progression. In the multitude of the secreted molecules, the endothelin-1 (ET-1) has emerged to be implicated in the tumor/TME interplay; however, the molecular mechanisms induced by the ET-1-driven feed-forward loops (FFL) and associated with the HG-SOC metastatic potential need to be further investigated. The tracking of the patient-derived (PD) HG-SOC cell transcriptome by RNA-seq identified the vascular endothelial growth factor (VEGF) gene and its associated signature among those mostly up-regulated by ET-1 and down-modulated by the dual ET-1R antagonist macitentan. Within the ligand-receptor pairs concurrently expressed in PD-HG-SOC cells, endothelial cells and activated fibroblasts, we discovered two intertwined FFL, the ET-1/ET-1R and VEGF/VEGF receptors, concurrently activated by ET-1 and shutting-down by macitentan, or by the anti-VEGF antibody bevacizumab. In parallel, we observed that ET-1 fine-tuned the tumoral and stromal secretome toward a pro-invasive pattern. Into the fray of the HG-SOC/TME double and triple co-cultures, the secretion of ET-1 and VEGF, that share a common co-regulation, was inhibited upon the administration of macitentan. Functionally, macitentan, mimicking the effect of bevacizumab, interfered with the HG-SOC/TME FFL-driven communication that fuels the HG-SOC invasive behavior. The identification of ET-1 and VEGF FFL as tumor and TME actionable vulnerabilities, reveals how ET-1R blockade, targeting the HG-SOC cells and the TME simultaneously, may represent an effective therapeutic option for HG-SOC patients.
Subject(s)
Endothelin-1 , Ovarian Neoplasms , Tumor Microenvironment , Vascular Endothelial Growth Factor A , Female , Humans , Ovarian Neoplasms/metabolism , Ovarian Neoplasms/pathology , Ovarian Neoplasms/genetics , Ovarian Neoplasms/drug therapy , Endothelin-1/metabolism , Vascular Endothelial Growth Factor A/metabolism , Sulfonamides/pharmacology , Pyrimidines/pharmacology , Cystadenocarcinoma, Serous/metabolism , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/drug therapy , Gene Expression Regulation, Neoplastic , Stromal Cells/metabolism , Stromal Cells/pathology , Cell Line, Tumor , Receptors, Vascular Endothelial Growth Factor/metabolism , Neoplasm Grading , Receptor, Endothelin A/metabolism , Receptor, Endothelin A/geneticsABSTRACT
OBJECTIVE: Due to limited data on homologous recombination deficiency (HRD) in older patients (≥ 70 years) with advanced stage high grade serous ovarian cancer (HGSC), we aimed to determine the rates of HRD at diagnosis in this age group. METHODS: From the Phase 3 trial VELIA the frequency of HRD and BRCA1/2 pathogenic variants (PVs) was compared between younger (< 70 years) and older participants. HRD and somatic(s) BRCA1/2 pathogenic variants (PVs) were determined at diagnosis using Myriad myChoice® CDx and germline(g) BRCA1/2 PVs using Myriad BRACAnalysis CDx®. HRD was defined if a BRCA PV was present, or the genomic instability score (GIS) met threshold (GIS ≥ 33 & ≥ 42 analyzed). RESULTS: Of 1140 participants, 21% were ≥ 70 years. In total, 26% (n = 298) had a BRCA1/2 PV and HRD, 29% (n = 329) were HRD/BRCA wild-type, 33% (n = 372) non-HRD, and 12% HR-status unknown (n = 141). HRD rates were higher in younger participants, 59% (n = 476/802), compared to 40% (n = 78/197) of older participants (GIS ≥ 42) [p < 0.001]; similar rates demonstrated with GIS ≥ 33, 66% vs 48% [p < 0.001]. gBRCA PVs observed in 24% younger vs 8% of older participants (p < 0.001); sBRCA in 8% vs 10% (p = 0.2559), and HRD (GIS ≥ 42) not due to gBRCA was 35% vs 31% (p = 0.36). CONCLUSIONS: HRD frequency was similar in participants aged < 70 and ≥ 70 years (35% vs 31%) when the contribution of gBRCA was excluded; rates of sBRCA PVs were also similar (8% v 10%), thus underscoring the importance of HRD and BRCA testing at diagnosis in older patients with advanced HGSC given the therapeutic implications.
Subject(s)
BRCA1 Protein , Cystadenocarcinoma, Serous , Ovarian Neoplasms , Humans , Female , Aged , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Middle Aged , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , BRCA1 Protein/genetics , BRCA2 Protein/genetics , Aged, 80 and over , Age Factors , Adult , Homologous Recombination , Neoplasm Staging , Neoplasm Grading , Genetic Testing/methodsABSTRACT
OBJECTIVE: Recent evidence suggests that the fimbriated end of the fallopian tube harbors the precursor cells for many high-grade ovarian cancers, opening the door for development of better screening methods that directly assess the fallopian tube in women at risk for malignancy. Previously we have shown that the karyometric signature is abnormal in the fallopian tube epithelium in women at hereditary risk of ovarian cancer. In this study, we sought to determine whether the karyometric signature in serous tubal intraepithelial carcinoma (STIC) is significantly different from normal, and whether an abnormal karyometric signature can be detected in histologically normal tubal epithelial cells adjacent to STIC lesions. METHODS: The karyometric signature was measured in epithelial cells from the proximal and fimbriated portion of the fallopian tube in fallopian tube specimens removed from women at: 1) average risk for ovarian cancer undergoing surgery for benign gynecologic indications (n = 37), 2) hereditary risk of ovarian cancer (germline BRCA alterations) undergoing risk-reducing surgery (n = 44), and 3) diagnosed with fimbrial STICs (n = 17). RESULTS: The karyometric signature in tubes with fimbrial STICs differed from that of tubes with benign histology. The degree of karyometric alteration increased with increasing proximity to fimbrial STICs, ranging from moderate in the proximal portion of the tube, to greatest in both normal appearing fimbrial cells near STICs as well as in fimbrial STIC lesions. CONCLUSION: These data demonstrate an abnormal karyometric signature in STICs that may extend beyond the STIC, potentially providing an opportunity for early detection of fallopian tube neoplasia.
Subject(s)
Carcinoma in Situ , Fallopian Tube Neoplasms , Fallopian Tubes , Humans , Female , Fallopian Tube Neoplasms/pathology , Fallopian Tube Neoplasms/genetics , Carcinoma in Situ/pathology , Carcinoma in Situ/genetics , Fallopian Tubes/pathology , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/genetics , Middle Aged , Adult , Ovarian Neoplasms/pathology , Ovarian Neoplasms/genetics , KaryotypeABSTRACT
OBJECTIVE: The aim of this study was to describe the long-term outcome of asymptomatic BRCA1/2 germline pathogenic variant (GPV) carriers with high-grade serous carcinoma (HGSC) in their risk-reducing salpingo-oophorectomy (RRSO) specimen. METHODS: In a previously described cohort of asymptomatic BRCA1/2 GPV carriers derived from the Hereditary Breast and Ovarian cancer in the Netherlands (HEBON) study, women with HGSC at RRSO were identified. Main outcome was ten-year disease-free survival (DFS). Secondary outcomes were time to recurrence, ten-year disease-specific survival (DSS), ten-year overall survival (OS). Patient, disease and treatment characteristics associated with recurrence were described. RESULTS: The 28 included women with HGSC at RRSO were diagnosed at a median age of 55.3 years (range: 33.5-74.3). After staging, eighteen women had (FIGO) stage I, three stage II and five had stage III disease. Two women did not undergo surgical staging and were classified as unknown stage. After a median follow-up of 13.5 years (range: 9.1-24.7), six women with stage I (33%), one woman with stage II (33%), two women with stage III (40%) and none of the women with unknown stage developed a recurrence. Median time to recurrence was 6.9 years (range: 0.8-9.2 years). Ten-year DFS was 68%, ten-year DSS was 88% and ten-year OS was 82%. CONCLUSION: Most asymptomatic BRCA1/2 GPV carriers with HGSC at RRSO were diagnosed at an early stage. Nevertheless, after a median follow-up of 13.5 years, nine of the 28 women with HGSC at RRSO developed a recurrence after a median of 6.9 years.
Subject(s)
Cystadenocarcinoma, Serous , Germ-Line Mutation , Ovarian Neoplasms , Salpingo-oophorectomy , Humans , Female , Middle Aged , Adult , Aged , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Ovarian Neoplasms/surgery , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/surgery , BRCA2 Protein/genetics , BRCA1 Protein/genetics , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/prevention & control , Genes, BRCA2 , Disease-Free Survival , Genes, BRCA1 , Heterozygote , Neoplasm GradingABSTRACT
OBJECTIVE: To investigate the role of BRCA1/2 mutations in early ovarian cancer (eOC) (International Federation of Gynecology and Obstetrics FIGO 2014 stage I-II), and its impact on prognosis after relapse. METHODS: In this multicenter retrospective study, clinical and survival data from high-grade serous (HGS)-eOC patients at presentation and recurrence were compared according to BRCA status: BRCA-mutated (BRCAmut) vs. BRCA wild-type (BRCAwt). RESULTS: Among 191 HGS-eOC patients, 89 were BRCAmut and 102 BRCAwt. There was no significant difference according to the BRCA status in terms of Progression-Free Survival (PFS). A longer Overall Survival (OS) was found in BRCAmut patients. Stage I patients had significantly improved PFS vs stage II, regardless of BRCA status. At multivariate analysis, stage at diagnosis was the only variable with a significant effect on PFS. No factors were significantly relevant on OS, albeit younger age and BRCA mutation showed a slight impact. Post-Recurrence Survival (PRS) in the BRCAmut population was significantly improved compared with BRCAwt. At multivariate analysis, Secondary Cytoreductive Surgery was the strongest predictor for longer PRS, followed by PARPi maintenance at recurrence. CONCLUSIONS: BRCA-status is not a prognostic factor in early ovarian cancer regarding PFS. However, our data suggest a better prognosis after relapse in BRCAm population.
Subject(s)
Cystadenocarcinoma, Serous , Mutation , Neoplasm Staging , Ovarian Neoplasms , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Ovarian Neoplasms/mortality , Ovarian Neoplasms/therapy , Middle Aged , Retrospective Studies , Aged , Adult , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/mortality , Cystadenocarcinoma, Serous/therapy , BRCA1 Protein/genetics , Neoplasm Grading , Aged, 80 and over , BRCA2 Protein/genetics , Genes, BRCA1 , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/pathology , Genes, BRCA2 , Progression-Free Survival , PrognosisABSTRACT
OBJECTIVES: Alterations in the tumor suppressor TP53 gene are the most common mutations in high grade serous ovarian carcinoma. The impact of TP53 mutations on clinical outcomes and platinum resistance is controversial. We sought to evaluate the genomic profile of high grade serous ovarian carcinoma and explore the association of TP53 mutations with platinum resistance. METHODS: Next generation sequencing data was obtained from our institutional database for patients with high grade serous ovarian carcinoma undergoing primary treatment. Sequencing data, demographic, and clinical information was reviewed. The primary outcome analyzed was time to recurrence or refractory diagnosis. Associations between the primary outcome and different classification schemes for TP53 mutations (structural, functional, hot spot, pathogenicity scores, immunohistochemical staining patterns) were performed. RESULTS: 209 patients met inclusion criteria. TP53 mutations were the most common mutation. There were no differences in platinum response with TP53 hotspot mutations or high pathogenicity scores. Presence of TP53 gain-of-function mutations or measure of TP53 gain-of function activity were not associated with platinum resistance. Immunohistochemical staining patterns correlated with expected TP53 protein function and were not associated with platinum resistance. CONCLUSIONS: TP53 hotspot mutations or high pathogenicity scores were not associated with platinum resistance or refractory disease. Contrary to prior studies, TP53 gain-of-function mutations were not associated with platinum resistance. Estimation of TP53 gain-of-function effect using missense mutation phenotype scores was not associated with platinum resistance. The polymorphic nature of TP53 mutations may be too complex to demonstrate effect using simple models, or response to platinum therapy may be independent of initiating TP53 mutation.
Subject(s)
Cystadenocarcinoma, Serous , Drug Resistance, Neoplasm , Mutation , Ovarian Neoplasms , Tumor Suppressor Protein p53 , Humans , Female , Ovarian Neoplasms/genetics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/pathology , Drug Resistance, Neoplasm/genetics , Tumor Suppressor Protein p53/genetics , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/pathology , Cystadenocarcinoma, Serous/drug therapy , Middle Aged , Aged , Adult , Neoplasm Grading , Aged, 80 and over , Gain of Function Mutation , Retrospective StudiesABSTRACT
BACKGROUND: Endometrial serous carcinoma (ESC) and tubo-ovarian high-grade serous carcinoma (HGSC) are characterized by late-stage presentation and high mortality. Current guidelines for prevention recommend risk-reducing salpingo-oophorectomy (RRSO) in patients with hereditary mutations in cancer susceptibility genes. However, HGSC displays extensive genetic heterogeneity with alterations in 168 genes identified in TCGA study, but current germline testing panels are often limited to the handful of recurrently mutated genes, leaving families with rare hereditary gene mutations potentially at-risk. OBJECTIVE: To determine if there are rare germline mutations that may aid in early identification of more patients at-risk for ESC and/or HGSC by evaluating patients with concurrent ESC, HGSC or precursor lesions, and endometrial atypical hyperplasia (CAH) or low-grade endometrial endometrioid adenocarcinoma (LGEEA). METHODS: We performed targeted next-generation sequencing using TSO 500, a 523 gene panel, on formalin-fixed paraffin-embedded tumor and matched benign non-tumor tissue blocks from 5 patients with concurrent ESC, HGSC or precursor lesions, and CAH or LGEEA. RESULTS: We identified germline pathogenic, likely pathogenic or uncertain significance variants in cancer susceptibility genes in 4 of 5 patients - affected genes included GLI1, PIK3R1, FOXP1, FANCD2, INPP4B and H3F3C. Notably, none of these genes were included in the commercially available germline testing panels initially used to evaluate the patients at the time of their diagnoses. CONCLUSION: Comprehensive germline testing of patients with concurrent LGEEA or CAH and ESC, HGSC or precursor lesions may aid in early identification of relatives at-risk for cancer who may be candidates for RRSO with hysterectomy.