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Multi-parametric atlas of the pre-metastatic liver for prediction of metastatic outcome in early-stage pancreatic cancer.
Bojmar, Linda; Zambirinis, Constantinos P; Hernandez, Jonathan M; Chakraborty, Jayasree; Shaashua, Lee; Kim, Junbum; Johnson, Kofi Ennu; Hanna, Samer; Askan, Gokce; Burman, Jonas; Ravichandran, Hiranmayi; Zheng, Jian; Jolissaint, Joshua S; Srouji, Rami; Song, Yi; Choubey, Ankur; Kim, Han Sang; Cioffi, Michele; van Beek, Elke; Sigel, Carlie; Jessurun, Jose; Velasco Riestra, Paulina; Blomstrand, Hakon; Jönsson, Carolin; Jönsson, Anette; Lauritzen, Pernille; Buehring, Weston; Ararso, Yonathan; Hernandez, Dylanne; Vinagolu-Baur, Jessica P; Friedman, Madison; Glidden, Caroline; Firmenich, Laetitia; Lieberman, Grace; Mejia, Dianna L; Nasar, Naaz; Mutvei, Anders P; Paul, Doru M; Bram, Yaron; Costa-Silva, Bruno; Basturk, Olca; Boudreau, Nancy; Zhang, Haiying; Matei, Irina R; Hoshino, Ayuko; Kelsen, David; Sagi, Irit; Scherz, Avigdor; Scherz-Shouval, Ruth; Yarden, Yosef.
Affiliation
  • Bojmar L; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Zambirinis CP; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Hernandez JM; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Chakraborty J; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Shaashua L; Division of Surgical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
  • Kim J; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Johnson KE; Thoracic and Gastrointestinal Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Hanna S; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Askan G; David M. Rubenstein Center for Pancreatic Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Burman J; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Ravichandran H; Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
  • Zheng J; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Jolissaint JS; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Srouji R; David M. Rubenstein Center for Pancreatic Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Song Y; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Choubey A; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Kim HS; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Cioffi M; Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
  • van Beek E; Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA.
  • Sigel C; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Jessurun J; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Velasco Riestra P; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Blomstrand H; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Jönsson C; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Jönsson A; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Lauritzen P; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Buehring W; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Ararso Y; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Hernandez D; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Vinagolu-Baur JP; David M. Rubenstein Center for Pancreatic Cancer Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Friedman M; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Glidden C; Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA.
  • Firmenich L; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Lieberman G; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Mejia DL; Department of Clinical Pathology, Linköping University, Linköping, Sweden.
  • Nasar N; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Mutvei AP; Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
  • Paul DM; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Bram Y; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Costa-Silva B; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Basturk O; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Boudreau N; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Zhang H; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Matei IR; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Hoshino A; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Kelsen D; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Sagi I; Departments of Pediatrics and Cell and Developmental Biology, Children's Cancer and Blood Foundation Laboratories, Drukier Institute for Children's Health, Meyer Cancer Center Weill Cornell Medicine, New York, NY, USA.
  • Scherz A; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Scherz-Shouval R; Department of Laboratory Medicine, Division of Pathology, Karolinska Institutet, Stockholm, Sweden.
  • Yarden Y; Division of Hematology and Medical Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA.
Nat Med ; 30(8): 2170-2180, 2024 Aug.
Article in En | MEDLINE | ID: mdl-38942992
ABSTRACT
Metastasis occurs frequently after resection of pancreatic cancer (PaC). In this study, we hypothesized that multi-parametric analysis of pre-metastatic liver biopsies would classify patients according to their metastatic risk, timing and organ site. Liver biopsies obtained during pancreatectomy from 49 patients with localized PaC and 19 control patients with non-cancerous pancreatic lesions were analyzed, combining metabolomic, tissue and single-cell transcriptomics and multiplex imaging approaches. Patients were followed prospectively (median 3 years) and classified into four recurrence groups; early (<6 months after resection) or late (>6 months after resection) liver metastasis (LiM); extrahepatic metastasis (EHM); and disease-free survivors (no evidence of disease (NED)). Overall, PaC livers exhibited signs of augmented inflammation compared to controls. Enrichment of neutrophil extracellular traps (NETs), Ki-67 upregulation and decreased liver creatine significantly distinguished those with future metastasis from NED. Patients with future LiM were characterized by scant T cell lobular infiltration, less steatosis and higher levels of citrullinated H3 compared to patients who developed EHM, who had overexpression of interferon target genes (MX1 and NR1D1) and an increase of CD11B+ natural killer (NK) cells. Upregulation of sortilin-1 and prominent NETs, together with the lack of T cells and a reduction in CD11B+ NK cells, differentiated patients with early-onset LiM from those with late-onset LiM. Liver profiles of NED closely resembled those of controls. Using the above parameters, a machine-learning-based model was developed that successfully predicted the metastatic outcome at the time of surgery with 78% accuracy. Therefore, multi-parametric profiling of liver biopsies at the time of PaC diagnosis may determine metastatic risk and organotropism and guide clinical stratification for optimal treatment selection.
Subject(s)

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pancreatic Neoplasms / Liver / Liver Neoplasms Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Nat Med Journal subject: BIOLOGIA MOLECULAR / MEDICINA Year: 2024 Document type: Article Affiliation country: Country of publication:

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pancreatic Neoplasms / Liver / Liver Neoplasms Limits: Aged / Female / Humans / Male / Middle aged Language: En Journal: Nat Med Journal subject: BIOLOGIA MOLECULAR / MEDICINA Year: 2024 Document type: Article Affiliation country: Country of publication: