Ovarian cancer mutational processes drive site-specific immune evasion
Ignacio Vázquez-García, Florian Uhlitz, Nicholas Ceglia, Jamie L. P. Lim, Michelle Wu, Neeman Mohibullah, Juliana Niyazov, Arvin Eric B. Ruiz, Kevin M. Boehm, Viktoria Bojilova, Christopher J. Fong, Tyler Funnell, Diljot Grewal, Eliyahu Havasov, Samantha Leung, Arfath Pasha, Druv M. Patel, Maryam Pourmaleki, Nicole Rusk, Hongyu Shi, Rami Vanguri, Marc J. Williams, Allen W. Zhang, Vance Broach, Dennis S. Chi, Arnaud Da Cruz Paula, Ginger J. Gardner, Sarah H. Kim, Matthew Lennon, Kara Long Roche, Yukio Sonoda, Oliver Zivanovic, Ritika Kundra, Agnes Viale, Fatemeh N. Derakhshan, Luke Geneslaw, Shirin Issa Bhaloo, Ana Maroldi, Rahelly Nunez, Fresia Pareja, Anthe Stylianou, Mahsa Vahdatinia, Yonina Bykov, Rachel N. Grisham, Ying L. Liu, Yulia Lakhman, Ines Nikolovski, Daniel Kelly, Jianjiong Gao, Andrea Schietinger, Travis J. Hollmann, Samuel F. Bakhoum, Robert A. Soslow, Lora H. Ellenson, Nadeem R. Abu-Rustum, Carol Aghajanian, Claire F. Friedman, Andrew McPherson, Britta Weigelt, Dmitriy Zamarin, Sohrab P. Shah
Abstract
High-grade serous ovarian cancer (HGSOC) is an archetypal cancer of genomic instability1,2,3,4 patterned by distinct mutational processes5,6, tumour heterogeneity7,8,9 and intraperitoneal spread7,8,10. Immunotherapies have had limited efficacy in HGSOC11,12,13, 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 TGFβ 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.
Datasets
1. MSK SPECTRUM - CD4+ T cells, CD8+ T cells, ILCs and NK cells
Metadata
doublet
batch
patient_id
Phase
RNA_snn_res.0.3
seurat_clusters
cell_type_super
cluster_label
cluster_extended
cluster_label_sub
author_cell_type
organism_ontology_term_id
cell_type_ontology_term_id
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assay_ontology_term_id
suspension_type
disease_ontology_term_id
self_reported_ethnicity_ontology_term_id
development_stage_ontology_term_id
sex_ontology_term_id
donor_id
author_tumor_supersite
author_tumor_site
author_tumor_subsite
author_sort_parameters
author_therapy
author_procedure
author_procedure_type
tissue_type
cell_type
assay
disease
organism
sex
tissue
self_reported_ethnicity
development_stage
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SPECTRUM-OV-0671784 cells SPECTRUM-OV-0251363 cells SPECTRUM-OV-0521204 cells SPECTRUM-OV-0311121 cells CD8.T.cytotoxic49722 cells CD8.T.cytotoxic_026276 cells CD8.T.cytotoxic_118476 cells CD8.T.cytotoxic_32922 cells CD8.T.cytotoxic_42048 cells CD8.T.effector.memory26276 cells CD4.T.effector.memory22678 cells CD4.T.naive.centr.mem19644 cells CD8.T.cytotoxic18476 cells CD8.T.dysfunc.early8279 cells NK.cytotoxic.SPON2.28244 cells CD8.T.ISG.early7637 cells NK.cytotoxic.GZMH4332 cells NK.cytotoxic.SPON2.14107 cells Cycling.CD8.T.13382 cells CD8.T.dysfunc.late2989 cells CD8.T.naive.centr.mem.22922 cells Cycling.CD8.T.22850 cells CD8.T.dysfunc.ISG2828 cells Cycling.CD8.T.32743 cells CD4.T.dysfunc.early2655 cells CD4.T.dysfunc.late.12580 cells CD4.T.dysfunc.late.22559 cells CD8.T.naive.centr.mem.12445 cells NK.reg.KRT81.KRT86.12360 cells Cycling.CD8.T.42258 cells Cycling.CD8.T.61720 cells NK.reg.KRT81.KRT86.21649 cells NCBITaxon:9606221315 cells UBERON:000368851739 cells UBERON:000779544548 cells UBERON:003629229461 cells UBERON:000235820913 cells UBERON:000211917435 cells UBERON:000016015599 cells UBERON:000211812587 cells MONDO:0024885221315 cells HANCESTRO:0005182689 cells HANCESTRO:000825698 cells HsapDv:000015130082 cells HsapDv:000009521558 cells HsapDv:000016418754 cells HsapDv:000015416334 cells HsapDv:000015813447 cells HsapDv:000017212402 cells HsapDv:000014112124 cells HsapDv:000017110281 cells SPECTRUM-OV-00712124 cells SPECTRUM-OV-01411774 cells SPECTRUM-OV-04510574 cells SPECTRUM-OV-03610281 cells SPECTRUM-OV-0249784 cells SPECTRUM-OV-0779538 cells SPECTRUM-OV-0419215 cells SPECTRUM-OV-0088984 cells SPECTRUM-OV-1168614 cells SPECTRUM-OV-1158501 cells SPECTRUM-OV-0098123 cells SPECTRUM-OV-0428099 cells SPECTRUM-OV-0378061 cells SPECTRUM-OV-0717213 cells SPECTRUM-OV-0266766 cells SPECTRUM-OV-0535942 cells SPECTRUM-OV-0225348 cells SPECTRUM-OV-0805231 cells SPECTRUM-OV-0654634 cells SPECTRUM-OV-0034463 cells SPECTRUM-OV-1104414 cells SPECTRUM-OV-0504303 cells SPECTRUM-OV-1074221 cells SPECTRUM-OV-0754150 cells SPECTRUM-OV-0023967 cells SPECTRUM-OV-1183132 cells SPECTRUM-OV-0703113 cells SPECTRUM-OV-1053097 cells SPECTRUM-OV-0542921 cells SPECTRUM-OV-0812823 cells SPECTRUM-OV-0492762 cells SPECTRUM-OV-0902677 cells SPECTRUM-OV-1122597 cells SPECTRUM-OV-0832575 cells SPECTRUM-OV-0682559 cells SPECTRUM-OV-0822455 cells SPECTRUM-OV-0671784 cells SPECTRUM-OV-0251363 cells SPECTRUM-OV-0521204 cells SPECTRUM-OV-0311121 cells Upper Quadrant11838 cells Right Upper Quadrant7023 cells Left Upper Quadrant4815 cells Infracolic Omentum51739 cells Pelvic Peritoneum16077 cells Left Upper Quadrant4815 cells Right Diaphragm4733 cells Anterior Abdominal Wall2758 cells Right Upper Quadrant2290 cells Left Fallopian Tube2194 cells Left Pelvic Sidewall2129 cells Right Paracolic Gutter1800 cells Right Ovary and Tube1784 cells Transverse Colon1631 cells Left Pelvic Peritoneum1315 cells Infrarenal Lymph Node225 cells singlet, live, CD45+216852 cells singlet, live, U4463 cells Primary Debulking163152 cells Laparoscopic Biopsy58163 cells malignant ovarian serous tumor221315 cells adnexa of uterus29461 cells paracolic gutter1800 cells transverse colon1631 cells parietal peritoneum1315 cells large intestine1007 cells African American or Afro-Caribbean3944 cells 57-year-old human stage30082 cells 80 year-old and over human stage21558 cells 70-year-old human stage18754 cells 60-year-old human stage16334 cells 64-year-old human stage13447 cells 78-year-old human stage12402 cells 47-year-old human stage12124 cells 77-year-old human stage10281 cells 56-year-old human stage9735 cells 63-year-old human stage9215 cells 55-year-old human stage8501 cells 50-year-old human stage8123 cells 45-year-old human stage8061 cells 46-year-old human stage5942 cells 58-year-old human stage5348 cells 69-year-old human stage5052 cells 76-year-old human stage4634 cells 75-year-old human stage4284 cells 41-year-old human stage4150 cells 68-year-old human stage3570 cells 59-year-old human stage3132 cells 66-year-old human stage2823 cells 71-year-old human stage2559 cells 61-year-old human stage1204 cells 2. MSK SPECTRUM - Malignant and non-malignant epithelial cells
Metadata
doublet
batch
patient_id
Phase
RNA_snn_res.0.3
seurat_clusters
cell_type_super
RNA_snn_res.0.1
RNA_snn_res.0.2
cluster_label
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cell_type_ontology_term_id
tissue_ontology_term_id
assay_ontology_term_id
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disease_ontology_term_id
self_reported_ethnicity_ontology_term_id
development_stage_ontology_term_id
sex_ontology_term_id
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author_tumor_subsite
author_sort_parameters
author_therapy
author_procedure
author_procedure_type
tissue_type
cell_type
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sex
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SPECTRUM-OV-00923097 cells SPECTRUM-OV-08213183 cells SPECTRUM-OV-06510844 cells SPECTRUM-OV-02610473 cells SPECTRUM-OV-08310261 cells SPECTRUM-OV-01410151 cells SPECTRUM-OV-00710095 cells SPECTRUM-OV-0818326 cells SPECTRUM-OV-1188246 cells SPECTRUM-OV-0227645 cells SPECTRUM-OV-0716761 cells SPECTRUM-OV-0366678 cells SPECTRUM-OV-0756258 cells SPECTRUM-OV-1075874 cells SPECTRUM-OV-0705779 cells SPECTRUM-OV-0514722 cells SPECTRUM-OV-0374320 cells SPECTRUM-OV-1164150 cells SPECTRUM-OV-1124063 cells SPECTRUM-OV-0083998 cells SPECTRUM-OV-1153980 cells SPECTRUM-OV-0033651 cells SPECTRUM-OV-0423592 cells SPECTRUM-OV-0503204 cells SPECTRUM-OV-0683168 cells SPECTRUM-OV-0452764 cells SPECTRUM-OV-0412728 cells SPECTRUM-OV-0522683 cells SPECTRUM-OV-0532593 cells SPECTRUM-OV-1052554 cells SPECTRUM-OV-0242533 cells SPECTRUM-OV-1102425 cells SPECTRUM-OV-0802319 cells SPECTRUM-OV-0492060 cells SPECTRUM-OV-0251872 cells SPECTRUM-OV-0311398 cells SPECTRUM-OV-0771385 cells SPECTRUM-OV-0671234 cells 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Ovarian.cancer.super211624 cells Cycling.cancer.cell.221314 cells Cycling.cancer.cell.117174 cells Ciliated.cell.13977 cells Ovarian.cancer.cell211624 cells NCBITaxon:9606211624 cells UBERON:000368848816 cells UBERON:003629244446 cells UBERON:000016028165 cells UBERON:000235818843 cells UBERON:000211917743 cells UBERON:000211814262 cells UBERON:000779511147 cells MONDO:0024885211624 cells HANCESTRO:0005159986 cells HANCESTRO:000837916 cells HsapDv:000014423097 cells HsapDv:000015120535 cells HsapDv:000015417520 cells HsapDv:000016317246 cells HsapDv:000016414271 cells HsapDv:000009512684 cells HsapDv:000017010844 cells HsapDv:000014110095 cells SPECTRUM-OV-00923097 cells SPECTRUM-OV-08213183 cells SPECTRUM-OV-06510844 cells SPECTRUM-OV-02610473 cells SPECTRUM-OV-08310261 cells SPECTRUM-OV-01410151 cells SPECTRUM-OV-00710095 cells SPECTRUM-OV-0818326 cells SPECTRUM-OV-1188246 cells SPECTRUM-OV-0227645 cells SPECTRUM-OV-0716761 cells SPECTRUM-OV-0366678 cells SPECTRUM-OV-0756258 cells SPECTRUM-OV-1075874 cells SPECTRUM-OV-0705779 cells SPECTRUM-OV-0514722 cells SPECTRUM-OV-0374320 cells SPECTRUM-OV-1164150 cells SPECTRUM-OV-1124063 cells SPECTRUM-OV-0083998 cells SPECTRUM-OV-1153980 cells SPECTRUM-OV-0033651 cells SPECTRUM-OV-0423592 cells SPECTRUM-OV-0503204 cells SPECTRUM-OV-0683168 cells SPECTRUM-OV-0452764 cells SPECTRUM-OV-0412728 cells SPECTRUM-OV-0522683 cells SPECTRUM-OV-0532593 cells SPECTRUM-OV-1052554 cells SPECTRUM-OV-0242533 cells SPECTRUM-OV-1102425 cells SPECTRUM-OV-0802319 cells SPECTRUM-OV-0492060 cells SPECTRUM-OV-0251872 cells SPECTRUM-OV-0311398 cells SPECTRUM-OV-0771385 cells SPECTRUM-OV-0671234 cells Right Upper Quadrant7977 cells Left Upper Quadrant1630 cells Infracolic Omentum48816 cells Pelvic Peritoneum16264 cells Right Upper Quadrant6774 cells Right Fallopian Tube6164 cells Left Fallopian Tube3767 cells Anterior Abdominal Wall1844 cells Left Upper Quadrant1630 cells Right Paracolic Gutter1401 cells Right Diaphragm1203 cells Left Pelvic Peritoneum794 cells Infrarenal Lymph Node722 cells Transverse Colon322 cells singlet, live, CD45-207968 cells singlet, live, U3651 cells singlet, live, CD45+5 cells Primary Debulking159651 cells Laparoscopic Biopsy51973 cells fallopian tube secretory epithelial cell211624 cells malignant ovarian serous tumor211624 cells adnexa of uterus44446 cells large intestine2097 cells paracolic gutter1401 cells parietal peritoneum794 cells transverse colon322 cells African American or Afro-Caribbean9724 cells 50-year-old human stage23097 cells 57-year-old human stage20535 cells 60-year-old human stage17520 cells 69-year-old human stage17246 cells 70-year-old human stage14271 cells 80 year-old and over human stage12684 cells 76-year-old human stage10844 cells 47-year-old human stage10095 cells 66-year-old human stage8326 cells 59-year-old human stage8246 cells 64-year-old human stage7649 cells 58-year-old human stage7645 cells 78-year-old human stage6796 cells 68-year-old human stage6782 cells 77-year-old human stage6678 cells 41-year-old human stage6258 cells 56-year-old human stage5548 cells 45-year-old human stage4320 cells 55-year-old human stage3980 cells 71-year-old human stage3168 cells 63-year-old human stage2728 cells 61-year-old human stage2683 cells 46-year-old human stage2593 cells 75-year-old human stage1932 cells 3. MSK SPECTRUM - Macrophages
Metadata
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batch
patient_id
Phase
RNA_snn_res.0.3
seurat_clusters
cell_type_super
cluster_label
author_cell_type
organism_ontology_term_id
cell_type_ontology_term_id
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author_sort_parameters
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author_procedure
author_procedure_type
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assay
disease
organism
sex
tissue
self_reported_ethnicity
development_stage
SPECTRUM-OV-00917816 cells SPECTRUM-OV-08210071 cells SPECTRUM-OV-0229469 cells SPECTRUM-OV-1189114 cells SPECTRUM-OV-0708094 cells SPECTRUM-OV-0037061 cells SPECTRUM-OV-0836686 cells SPECTRUM-OV-0266580 cells SPECTRUM-OV-0526143 cells SPECTRUM-OV-1075023 cells SPECTRUM-OV-0504985 cells SPECTRUM-OV-0254859 cells SPECTRUM-OV-1154843 cells SPECTRUM-OV-1104661 cells SPECTRUM-OV-1124434 cells SPECTRUM-OV-0244419 cells SPECTRUM-OV-0774384 cells SPECTRUM-OV-0454313 cells SPECTRUM-OV-0534309 cells SPECTRUM-OV-0374167 cells SPECTRUM-OV-1054098 cells SPECTRUM-OV-0753261 cells SPECTRUM-OV-0802699 cells SPECTRUM-OV-0712622 cells SPECTRUM-OV-0512583 cells SPECTRUM-OV-0412549 cells SPECTRUM-OV-0422354 cells SPECTRUM-OV-1162269 cells SPECTRUM-OV-0491890 cells SPECTRUM-OV-0141440 cells SPECTRUM-OV-0651412 cells SPECTRUM-OV-0901158 cells SPECTRUM-OV-0671125 cells SPECTRUM-OV-0361096 cells SPECTRUM-OV-0541046 cells SPECTRUM-OV-00917816 cells SPECTRUM-OV-08210071 cells SPECTRUM-OV-0229469 cells SPECTRUM-OV-1189114 cells SPECTRUM-OV-0708094 cells SPECTRUM-OV-0037061 cells SPECTRUM-OV-0836686 cells SPECTRUM-OV-0266580 cells SPECTRUM-OV-0526143 cells SPECTRUM-OV-1075023 cells SPECTRUM-OV-0504985 cells SPECTRUM-OV-0254859 cells SPECTRUM-OV-1154843 cells SPECTRUM-OV-1104661 cells SPECTRUM-OV-1124434 cells SPECTRUM-OV-0244419 cells SPECTRUM-OV-0774384 cells SPECTRUM-OV-0454313 cells SPECTRUM-OV-0534309 cells SPECTRUM-OV-0374167 cells SPECTRUM-OV-1054098 cells SPECTRUM-OV-0753261 cells SPECTRUM-OV-0802699 cells SPECTRUM-OV-0712622 cells SPECTRUM-OV-0512583 cells SPECTRUM-OV-0412549 cells SPECTRUM-OV-0422354 cells SPECTRUM-OV-1162269 cells SPECTRUM-OV-0491890 cells SPECTRUM-OV-0141440 cells SPECTRUM-OV-0651412 cells SPECTRUM-OV-0901158 cells SPECTRUM-OV-0671125 cells SPECTRUM-OV-0361096 cells SPECTRUM-OV-0541046 cells Myeloid.super166895 cells NCBITaxon:9606166895 cells UBERON:003629239433 cells UBERON:000368829922 cells UBERON:000235817566 cells UBERON:000779516015 cells UBERON:000211814809 cells UBERON:000211913468 cells UBERON:000016011926 cells MONDO:0024885166895 cells HANCESTRO:0005128948 cells HANCESTRO:000836082 cells HsapDv:000015122351 cells HsapDv:000014417816 cells HsapDv:000015416093 cells HsapDv:000016314505 cells HsapDv:000016413738 cells SPECTRUM-OV-00917816 cells SPECTRUM-OV-08210071 cells SPECTRUM-OV-0229469 cells SPECTRUM-OV-1189114 cells SPECTRUM-OV-0708094 cells SPECTRUM-OV-0037061 cells SPECTRUM-OV-0836686 cells SPECTRUM-OV-0266580 cells SPECTRUM-OV-0526143 cells SPECTRUM-OV-1075023 cells SPECTRUM-OV-0504985 cells SPECTRUM-OV-0254859 cells SPECTRUM-OV-1154843 cells SPECTRUM-OV-1104661 cells SPECTRUM-OV-1124434 cells SPECTRUM-OV-0244419 cells SPECTRUM-OV-0774384 cells SPECTRUM-OV-0454313 cells SPECTRUM-OV-0534309 cells SPECTRUM-OV-0374167 cells SPECTRUM-OV-1054098 cells SPECTRUM-OV-0753261 cells SPECTRUM-OV-0802699 cells SPECTRUM-OV-0712622 cells SPECTRUM-OV-0512583 cells SPECTRUM-OV-0412549 cells SPECTRUM-OV-0422354 cells SPECTRUM-OV-1162269 cells SPECTRUM-OV-0491890 cells SPECTRUM-OV-0141440 cells SPECTRUM-OV-0651412 cells SPECTRUM-OV-0901158 cells SPECTRUM-OV-0671125 cells SPECTRUM-OV-0361096 cells SPECTRUM-OV-0541046 cells Upper Quadrant12640 cells Left Upper Quadrant6442 cells Right Upper Quadrant6198 cells Infracolic Omentum29922 cells Pelvic Peritoneum13066 cells Left Upper Quadrant6442 cells Right Upper Quadrant3406 cells Right Diaphragm2792 cells Hepatic Surface2762 cells Left Pelvic Peritoneum1565 cells Left Fallopian Tube1518 cells Transverse Colon1257 cells Right Paracolic Gutter1044 cells Left Pelvic Sidewall1006 cells Right Ovary and Tube952 cells Infrarenal Lymph Node89 cells Anterior Abdominal Wall61 cells singlet, live, CD45+159176 cells singlet, live, U7061 cells singlet, live, CD45-658 cells Primary Debulking119688 cells Laparoscopic Biopsy47207 cells malignant ovarian serous tumor166895 cells adnexa of uterus39433 cells parietal peritoneum1565 cells transverse colon1257 cells paracolic gutter1044 cells urinary bladder1030 cells African American or Afro-Caribbean1343 cells 57-year-old human stage22351 cells 50-year-old human stage17816 cells 60-year-old human stage16093 cells 69-year-old human stage14505 cells 70-year-old human stage13738 cells 58-year-old human stage9469 cells 59-year-old human stage9114 cells 64-year-old human stage7583 cells 78-year-old human stage7339 cells 61-year-old human stage6143 cells 75-year-old human stage5905 cells 80 year-old and over human stage5859 cells 55-year-old human stage4843 cells 68-year-old human stage4473 cells 46-year-old human stage4309 cells 45-year-old human stage4167 cells 41-year-old human stage3261 cells 56-year-old human stage3012 cells 63-year-old human stage2549 cells 76-year-old human stage1412 cells 77-year-old human stage1096 cells 71-year-old human stage983 cells 66-year-old human stage600 cells 47-year-old human stage275 cells 4. MSK SPECTRUM - Dendritic cells
Metadata
doublet
batch
patient_id
Phase
RNA_snn_res.0.3
seurat_clusters
cell_type_super
cluster_label
author_cell_type
organism_ontology_term_id
cell_type_ontology_term_id
tissue_ontology_term_id
assay_ontology_term_id
suspension_type
disease_ontology_term_id
self_reported_ethnicity_ontology_term_id
development_stage_ontology_term_id
sex_ontology_term_id
donor_id
author_tumor_supersite
author_tumor_site
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author_sort_parameters
author_therapy
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author_procedure_type
tissue_type
cell_type
assay
disease
organism
sex
tissue
self_reported_ethnicity
development_stage
SPECTRUM-OV-0091487 cells SPECTRUM-OV-0221229 cells SPECTRUM-OV-0371161 cells SPECTRUM-OV-0501146 cells SPECTRUM-OV-0091487 cells SPECTRUM-OV-0221229 cells SPECTRUM-OV-0371161 cells SPECTRUM-OV-0501146 cells NCBITaxon:960624025 cells HANCESTRO:000519766 cells SPECTRUM-OV-0091487 cells SPECTRUM-OV-0221229 cells SPECTRUM-OV-0371161 cells SPECTRUM-OV-0501146 cells Right Upper Quadrant766 cells Left Upper Quadrant726 cells Infracolic Omentum4721 cells Pelvic Peritoneum1287 cells Left Upper Quadrant726 cells Left Fallopian Tube246 cells Right Upper Quadrant244 cells Right Ovary and Tube244 cells Left Pelvic Peritoneum181 cells Left Pelvic Sidewall163 cells Transverse Colon121 cells Right Paracolic Gutter101 cells Anterior Abdominal Wall82 cells Infrarenal Lymph Node20 cells singlet, live, CD45+23118 cells singlet, live, U539 cells singlet, live, CD45-368 cells Primary Debulking17734 cells Laparoscopic Biopsy6291 cells malignant ovarian serous tumor24025 cells adnexa of uterus4340 cells parietal peritoneum181 cells transverse colon121 cells paracolic gutter101 cells African American or Afro-Caribbean361 cells 57-year-old human stage2937 cells 70-year-old human stage2307 cells 60-year-old human stage1748 cells 78-year-old human stage1573 cells 69-year-old human stage1551 cells 50-year-old human stage1487 cells 80 year-old and over human stage1373 cells 58-year-old human stage1229 cells 45-year-old human stage1161 cells 68-year-old human stage1027 cells 41-year-old human stage873 cells 59-year-old human stage810 cells 64-year-old human stage799 cells 63-year-old human stage777 cells 55-year-old human stage707 cells 75-year-old human stage638 cells 46-year-old human stage634 cells 56-year-old human stage614 cells 61-year-old human stage485 cells 47-year-old human stage439 cells 71-year-old human stage301 cells 66-year-old human stage273 cells 76-year-old human stage155 cells 77-year-old human stage127 cells Analyze this study
Source data
https://cellxgene.cziscience.com/collections/4796c91c-9d8f-4692-be43-347b1727f9d8
Alias names
phs002857, GSE180661, MSK SPECTRUM, PMID36517593, PMC9771812
Cite this study
Vázquez-García, I., Uhlitz, F., Ceglia, N., Lim, J.L., Wu, M., Mohibullah, N., Niyazov, J., Ruiz, A.E.B., Boehm, K.M., Bojilova, V. and Fong, C.J., 2022. Ovarian cancer mutational processes drive site-specific immune evasion. Nature, 612(7941), pp.778-786. https://doi.org/10.1038/s41586-022-05496-1