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Pennel KAF, Hatthakarnkul P, Wood CS, Lian GY, Al-Badran SSF, Quinn JA, Legrini A, Inthagard J, Alexander PG, van Wyk H, Kurniawan A, Hashmi U, Gillespie MA, Mills M, Ammar A, Hay J, Andersen D, Nixon C, Rebus S, Chang DK, Kelly C, Harkin A, Graham J, Church D, Tomlinson I, Saunders M, Iveson T, Lannagan TRM, Jackstadt R, Maka N, Horgan PG, Roxburgh CSD, Sansom OJ, McMillan DC, Steele CW, Jamieson NB, Park JH, Roseweir AK, Edwards J. JAK/STAT3 represents a therapeutic target for colorectal cancer patients with stromal-rich tumors. J Exp Clin Cancer Res 2024; 43:64. [PMID: 38424636 PMCID: PMC10905886 DOI: 10.1186/s13046-024-02958-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 01/16/2024] [Indexed: 03/02/2024] Open
Abstract
Colorectal cancer (CRC) is a heterogenous malignancy underpinned by dysregulation of cellular signaling pathways. Previous literature has implicated aberrant JAK/STAT3 signal transduction in the development and progression of solid tumors. In this study we investigate the effectiveness of inhibiting JAK/STAT3 in diverse CRC models, establish in which contexts high pathway expression is prognostic and perform in depth analysis underlying phenotypes. In this study we investigated the use of JAK inhibitors for anti-cancer activity in CRC cell lines, mouse model organoids and patient-derived organoids. Immunohistochemical staining of the TransSCOT clinical trial cohort, and 2 independent large retrospective CRC patient cohorts was performed to assess the prognostic value of JAK/STAT3 expression. We performed mutational profiling, bulk RNASeq and NanoString GeoMx® spatial transcriptomics to unravel the underlying biology of aberrant signaling. Inhibition of signal transduction with JAK1/2 but not JAK2/3 inhibitors reduced cell viability in CRC cell lines, mouse, and patient derived organoids (PDOs). In PDOs, reduced Ki67 expression was observed post-treatment. A highly significant association between high JAK/STAT3 expression within tumor cells and reduced cancer-specific survival in patients with high stromal invasion (TSPhigh) was identified across 3 independent CRC patient cohorts, including the TrasnSCOT clinical trial cohort. Patients with high phosphorylated STAT3 (pSTAT3) within the TSPhigh group had higher influx of CD66b + cells and higher tumoral expression of PDL1. Bulk RNAseq of full section tumors showed enrichment of NFκB signaling and hypoxia in these cases. Spatial deconvolution through GeoMx® demonstrated higher expression of checkpoint and hypoxia-associated genes in the tumor (pan-cytokeratin positive) regions, and reduced lymphocyte receptor signaling in the TME (pan-cytokeratin- and αSMA-) and αSMA (pan-cytokeratin- and αSMA +) areas. Non-classical fibroblast signatures were detected across αSMA + regions in cases with high pSTAT3. Therefore, in this study we have shown that inhibition of JAK/STAT3 represents a promising therapeutic strategy for patients with stromal-rich CRC tumors. High expression of JAK/STAT3 proteins within both tumor and stromal cells predicts poor outcomes in CRC, and aberrant signaling is associated with distinct spatially-dependant differential gene expression.
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Affiliation(s)
- Kathryn A F Pennel
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK.
| | - Phimmada Hatthakarnkul
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Colin S Wood
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Guang-Yu Lian
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Sara S F Al-Badran
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Jean A Quinn
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Assya Legrini
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Jitwadee Inthagard
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Peter G Alexander
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Hester van Wyk
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Ahmad Kurniawan
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Umar Hashmi
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
- University of Glasgow Medical School, Glasgow, G12 8QQ, UK
| | | | - Megan Mills
- CRUK Scotland Institute, Glasgow, G61 1BD, UK
| | - Aula Ammar
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - Jennifer Hay
- Glasgow Tissue Research Facility, Queen Elizabeth University Hospital, Glasgow, G51 4TF, UK
| | - Ditte Andersen
- Bioclavis Ltd, Glasgow, Queen Elizabeth University Hospital, Glasgow, G51 4TF, UK
| | - Colin Nixon
- CRUK Scotland Institute, Glasgow, G61 1BD, UK
| | - Selma Rebus
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - David K Chang
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Caroline Kelly
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, G12 0XH, UK
| | - Andrea Harkin
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, G12 0XH, UK
| | - Janet Graham
- CRUK Clinical Trials Unit, The Beatson West of Scotland Cancer Centre, Gartnavel Hospital, Glasgow, G12 0XH, UK
| | - David Church
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, OX3 9DU, UK
| | - Ian Tomlinson
- Edinburgh Cancer Research Centre, IGMM, University of Edinburgh, Crewe Road, Edinburgh, EH4 2XU, UK
| | - Mark Saunders
- The Christie NHS Foundation Trust, Manchester, M20 4BX, UK
| | - Tim Iveson
- Southampton University Hospital NHS Foundation Trust, Southampton, SO16 6YD, UK
| | | | | | - Noori Maka
- Department of Pathology, Queen Elizabeth University Hospital, Glasgow, G51 4TF, UK
| | - Paul G Horgan
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Campbell S D Roxburgh
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Owen J Sansom
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
- CRUK Scotland Institute, Glasgow, G61 1BD, UK
| | - Donald C McMillan
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
| | - Colin W Steele
- Department of Surgery, Glasgow Royal Infirmary, Glasgow, G31 2ER, UK
- CRUK Scotland Institute, Glasgow, G61 1BD, UK
| | - Nigel B Jamieson
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
| | - James H Park
- Department of Surgery, Queen Elizabeth University Hospital, Glasgow, G51 4TF, UK
| | | | - Joanne Edwards
- School of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, G61 1QH, UK
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2
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Sykes RA, Neves KB, Alves-Lopes R, Caputo I, Fallon K, Jamieson NB, Kamdar A, Legrini A, Leslie H, McIntosh A, McConnachie A, Morrow A, McFarlane RW, Mangion K, McAbney J, Montezano AC, Touyz RM, Wood C, Berry C. Vascular mechanisms of post-COVID-19 conditions: Rho-kinase is a novel target for therapy. Eur Heart J Cardiovasc Pharmacother 2023; 9:371-386. [PMID: 37019821 PMCID: PMC10236521 DOI: 10.1093/ehjcvp/pvad025] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 02/24/2023] [Accepted: 04/04/2023] [Indexed: 04/07/2023]
Abstract
BACKGROUND In post-coronavirus disease-19 (post-COVID-19) conditions (long COVID), systemic vascular dysfunction is implicated, but the mechanisms are uncertain, and the treatment is imprecise. METHODS AND RESULTS Patients convalescing after hospitalization for COVID-19 and risk factor matched controls underwent multisystem phenotyping using blood biomarkers, cardiorenal and pulmonary imaging, and gluteal subcutaneous biopsy (NCT04403607). Small resistance arteries were isolated and examined using wire myography, histopathology, immunohistochemistry, and spatial transcriptomics. Endothelium-independent (sodium nitroprusside) and -dependent (acetylcholine) vasorelaxation and vasoconstriction to the thromboxane A2 receptor agonist, U46619, and endothelin-1 (ET-1) in the presence or absence of a RhoA/Rho-kinase inhibitor (fasudil), were investigated. Thirty-seven patients, including 27 (mean age 57 years, 48% women, 41% cardiovascular disease) 3 months post-COVID-19 and 10 controls (mean age 57 years, 20% women, 30% cardiovascular disease), were included. Compared with control responses, U46619-induced constriction was increased (P = 0.002) and endothelium-independent vasorelaxation was reduced in arteries from COVID-19 patients (P < 0.001). This difference was abolished by fasudil. Histopathology revealed greater collagen abundance in COVID-19 arteries {Masson's trichrome (MT) 69.7% [95% confidence interval (CI): 67.8-71.7]; picrosirius red 68.6% [95% CI: 64.4-72.8]} vs. controls [MT 64.9% (95% CI: 59.4-70.3) (P = 0.028); picrosirius red 60.1% (95% CI: 55.4-64.8), (P = 0.029)]. Greater phosphorylated myosin light chain antibody-positive staining in vascular smooth muscle cells was observed in COVID-19 arteries (40.1%; 95% CI: 30.9-49.3) vs. controls (10.0%; 95% CI: 4.4-15.6) (P < 0.001). In proof-of-concept studies, gene pathways associated with extracellular matrix alteration, proteoglycan synthesis, and viral mRNA replication appeared to be upregulated. CONCLUSION Patients with post-COVID-19 conditions have enhanced vascular fibrosis and myosin light change phosphorylation. Rho-kinase activation represents a novel therapeutic target for clinical trials.
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Affiliation(s)
- Robert A Sykes
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- West of Scotland Heart and Lung Centre, Golden Jubilee National Hospital, Glasgow, UK
| | - Karla B Neves
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, UK
| | - Rhéure Alves-Lopes
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
| | - Ilaria Caputo
- Università degli Studi di Padova, 35122 Padova, Italy
| | - Kirsty Fallon
- Clinical Research Facility, Queen Elizabeth University Hospital, NHS Greater Glasgow & Clyde Health Board, Glasgow, UK
| | - Nigel B Jamieson
- Wolfson Wohl Cancer Research Centre, School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Anna Kamdar
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
| | - Assya Legrini
- Wolfson Wohl Cancer Research Centre, School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Holly Leslie
- Wolfson Wohl Cancer Research Centre, School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Alasdair McIntosh
- Robertson Centre for Biostatistics, School of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Alex McConnachie
- Robertson Centre for Biostatistics, School of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - Andrew Morrow
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- West of Scotland Heart and Lung Centre, Golden Jubilee National Hospital, Glasgow, UK
| | | | - Kenneth Mangion
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- Department of Cardiology, Queen Elizabeth University Hospital, NHS Greater Glasgow and Clyde Health Board, Glasgow, UK
| | - John McAbney
- Institute of Biomedical and Life Sciences (FBLS), University of Glasgow, Glasgow G12 8QQ, UK
| | - Augusto C Montezano
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- Research Institute of the McGill University Health Centre (RI-MUHC), Montreal, QC H4A 3J1, Canada
| | - Rhian M Touyz
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- Research Institute of the McGill University Health Centre (RI-MUHC), Montreal, QC H4A 3J1, Canada
| | - Colin Wood
- Wolfson Wohl Cancer Research Centre, School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Colin Berry
- School of Cardiovascular and Metabolic Health, University of Glasgow, UK
- West of Scotland Heart and Lung Centre, Golden Jubilee National Hospital, Glasgow, UK
- Department of Cardiology, Queen Elizabeth University Hospital, NHS Greater Glasgow and Clyde Health Board, Glasgow, UK
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3
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Wood CS, Pennel KA, Leslie H, Legrini A, Cameron AJ, Melissourgou-Syka L, Quinn JA, van Wyk HC, Hay J, Roseweir AK, Nixon C, Roxburgh CS, McMillan DC, Biankin AV, Sansom OJ, Horgan PG, Edwards J, Steele CW, Jamieson NB. Spatially Resolved Transcriptomics Deconvolutes Prognostic Histological Subgroups in Patients with Colorectal Cancer and Synchronous Liver Metastases. Cancer Res 2023; 83:1329-1344. [PMID: 37057593 PMCID: PMC10102851 DOI: 10.1158/0008-5472.can-22-2794] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 11/11/2022] [Accepted: 02/07/2023] [Indexed: 04/15/2023]
Abstract
Strong immune responses in primary colorectal cancer correspond with better patient survival following surgery compared with tumors with predominantly stromal microenvironments. However, biomarkers to identify patients with colorectal cancer liver metastases (CRLM) with good prognosis following surgery for oligometastatic disease remain elusive. The aim of this study was to determine the practical application of a simple histological assessment of immune cell infiltration and stromal content in predicting outcome following synchronous resection of primary colorectal cancer and CRLM and to interrogate the underlying functional biology that drives disease progression. Samples from patients undergoing synchronous resection of primary colorectal cancer and CRLM were evaluated in detail through histological assessment, panel genomic and bulk transcriptomic assessment, IHC, and GeoMx spatial transcriptomics (ST) analysis. High immune infiltration of metastases was associated with improved cancer-specific survival. Bulk transcriptomic analysis was confounded by stromal content, but ST demonstrated that the invasive edge of the metastases of long-term survivors was characterized by adaptive immune cell populations enriched for type II IFN signaling and MHC-class II antigen presentation. In contrast, patients with poor prognosis demonstrated increased abundance of regulatory T cells and neutrophils with enrichment of Notch and TGFβ signaling pathways at the metastatic tumor center. In summary, histological assessment can stratify outcomes in patients undergoing synchronous resection of CRLM, suggesting that it has potential as a prognostic biomarker. Furthermore, ST analysis has revealed significant intratumoral and interlesional heterogeneity and identified the underlying transcriptomic programs driving each phenotype. SIGNIFICANCE Spatial transcriptomics uncovers heterogeneity between patients, between matched lesions in the same patient, and within individual lesions and identifies drivers of metastatic progression in colorectal cancer with reactive and suppressed immune microenvironments.
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Affiliation(s)
- Colin S. Wood
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | | | - Holly Leslie
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Assya Legrini
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Andrew J. Cameron
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | | | - Jean A. Quinn
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Hester C. van Wyk
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Jennifer Hay
- Glasgow Tissue Research Facility, Queen Elizabeth University Hospital, Glasgow, United Kingdom
| | | | - Colin Nixon
- CRUK Beatson Institute, Glasgow, United Kingdom
| | - Campbell S.D. Roxburgh
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Donald C. McMillan
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Andrew V. Biankin
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Owen J. Sansom
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
- CRUK Beatson Institute, Glasgow, United Kingdom
| | - Paul G. Horgan
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
| | - Joanne Edwards
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Colin W. Steele
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
- CRUK Beatson Institute, Glasgow, United Kingdom
| | - Nigel B. Jamieson
- University Department of Surgery, Glasgow Royal Infirmary, Glasgow, United Kingdom
- School of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
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4
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Wood CS, Pennel KA, Leslie H, Legrini A, Cameron AJ, Horgan P, Edwards J, Steele CW, Jamieson NB. Abstract 4691: Spatially resolved transcriptomics deconvolutes histological prognostic subgroups in patients with colorectal cancer and synchronous liver metastases. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-4691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Patients demonstrating strong immune responses to primary colorectal cancer (CRC) have a survival benefit following surgery, while those with predominantly stromal microenvironments do poorly. Biomarkers to identify patients with colorectal cancer liver metastases (CRLM) who have good prognosis following surgery for oligometastatic disease remain elusive. The aim of this study was to determine the practical application of a simple histological assessment of immune cell infiltration and stromal content in predicting outcome following synchronous resection of primary CRC and CRLM, and to interrogate the underlying functional biology that drives disease progression. Patients undergoing synchronous resection of primary CRC and CRLM underwent detailed histological assessment, panel genomic and bulk transcriptomic assessment, immunohistochemistry (IHC) and GeoMx Spatial Transcriptomics (ST) analysis. Integration with genomic features, pathway enrichment analysis and immune deconvolution were performed. High-immune metastases were associated with improved cancer specific survival (HR, 0.36, P=0.01). Bulk transcriptomic analysis was confounded by stromal content but ST demonstrated that the invasive edge of the metastases of long-term survivors was characterized by adaptive immune cell populations enriched for Type II Interferon signaling (NES=-2.05 P.Adj<0.005) and MHC-Class II Antigen Presentation (NES=-2.09 P.Adj<0.005). In contrast, patients with poor prognosis demonstrated increased abundance of regulatory T-cells and neutrophils with enrichment of Notch (NES=2.2 P.Adj=0.022) and TGF-β (NES=2.2 P.Adj=0.02) signaling pathways at the metastatic tumor center. In summary, histological assessment can stratify outcome in patients undergoing synchronous resection of CRLM and ST analysis has revealed significant intra-tumoral and inter-lesional heterogeneity with underlying transcriptomic programs identified in driving each phenotype.
Citation Format: Colin S. Wood, Kathryn A. Pennel, Holly Leslie, Assya Legrini, Andrew J. Cameron, Paul Horgan, Joanne Edwards, Colin W. Steele, Nigel B. Jamieson. Spatially resolved transcriptomics deconvolutes histological prognostic subgroups in patients with colorectal cancer and synchronous liver metastases. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 4691.
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Affiliation(s)
| | | | | | | | | | - Paul Horgan
- 1University of Glasgow, Glasgow, United Kingdom
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Wood C, Hatthakarnkul P, Leslie H, Legrini A, Cameron A, Pennel KAF, Sansom OJ, Edwards J, Jamieson NB, Steele CW. Effect of spatial transcriptomic-derived intrinsic epithelial signatures on immune cell recruitment and behaviour in the microenvironment of colorectal cancer. J Clin Oncol 2023. [DOI: 10.1200/jco.2023.41.4_suppl.251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
251 Background: Colorectal Cancer (CRC) remains a significant healthcare problem. Interest in the role of the Tumour Microenvironment (TME) in progression and metastasis is established, yet much remains to be learned about the mechanism of immune cell recruitment to the TME of primary and metastatic tumours. The Klintrup Makinen (KM) score measures the density of immune infiltrate to the invasive edge of tumours and is associated with good prognosis in primary CRC. Neutrophil infiltration to metastases is a poor prognostic feature suggesting phenotypic differences in the TME at primary and metastatic sites. We set out to examine epithelial determination of the TME in primary CRC. Methods: 180 patient’s primary CRC from a curated TMA underwent deep phenotyping using a multiplex-immunofluorescent panel (DAPI, Panck, CD3 (T cells), FOXP3 (T regulatory cells), CD68 (Macrophages), CD163 (Tumour associated macrophage), CD66b (Neutrophils), KI67). The Nanostring GeoMx Spatial Transcriptomic platform was used to obtain segmented (Tumour: Panck+; TME: Panck-) whole transcriptomic (18000 genes) readout from 54 matched cores from the same TMA. Results: No significant association was demonstrated between immune cell density of any cell types and clinicopathological variables including tumour side, MMR status, N-stage or survival. High KM grade was associated with high CD3 (P = 0.01) and FOXP3 (P = 0.002). Density of all immune cell types were highly corelated. Spatial transcriptomic analysis of the segmented epithelium of patients with high KM grade demonstrated over-expression of known neutrophil chemo-attractant CXCL5 (log2FC 3.76 Adj.P < 0.005). The TME compartments of cores with high CD68 and low CD163 counts were associated with adaptive immune co-ordination with high expression of CXCL13 (log2FC -2.97, Adj.P < 0.005) and CD74 (log2FC -1.42 Adj.P 0.007). IGF2 (log2FC 6.08 Adj.P < 0.005) and LCN15 (log2FC 4.96 Adj.P < 0.005) were globally over-expressed in both TME and epithelium of cores with generalised low immune infiltration. The epithelial compartment neutrophil dense cores also over-expressed IGF2 (log2FC -3.53 Adj.P 0.02). Conclusions: TMAs provide a unique opportunity for broad transcriptomic phenotyping of large numbers of patients simultaneously. The Nanostring GeoMx platform is a flexible tool which can be used in novel ways with other proteomic technologies to drive deeper analysis of the TME. CXCL5 expression in the epithelial compartment drives global immune infiltration to the TME and may be manipulated in different contexts therapeutically through CXCR2 signalling in future.
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Affiliation(s)
- Colin Wood
- University of Glasgow, Glasgow, United Kingdom
| | | | | | | | | | | | - Owen J Sansom
- Beatson Institute for Cancer Research, Glasgow, United Kingdom
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Fisher NC, Byrne RM, Leslie H, Wood C, Legrini A, Cameron AJ, Ahmaderaghi B, Corry SM, Malla SB, Amirkhah R, McCooey AJ, Rogan E, Redmond KL, Sakhnevych S, Domingo E, Jackson J, Loughrey MB, Leedham S, Maughan T, Lawler M, Sansom OJ, Lamrock F, Koelzer VH, Jamieson NB, Dunne PD. Biological Misinterpretation of Transcriptional Signatures in Tumor Samples Can Unknowingly Undermine Mechanistic Understanding and Faithful Alignment with Preclinical Data. Clin Cancer Res 2022; 28:4056-4069. [PMID: 35792866 PMCID: PMC9475248 DOI: 10.1158/1078-0432.ccr-22-1102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 06/08/2022] [Accepted: 06/29/2022] [Indexed: 11/16/2022]
Abstract
PURPOSE Precise mechanism-based gene expression signatures (GES) have been developed in appropriate in vitro and in vivo model systems, to identify important cancer-related signaling processes. However, some GESs originally developed to represent specific disease processes, primarily with an epithelial cell focus, are being applied to heterogeneous tumor samples where the expression of the genes in the signature may no longer be epithelial-specific. Therefore, unknowingly, even small changes in tumor stroma percentage can directly influence GESs, undermining the intended mechanistic signaling. EXPERIMENTAL DESIGN Using colorectal cancer as an exemplar, we deployed numerous orthogonal profiling methodologies, including laser capture microdissection, flow cytometry, bulk and multiregional biopsy clinical samples, single-cell RNA sequencing and finally spatial transcriptomics, to perform a comprehensive assessment of the potential for the most widely used GESs to be influenced, or confounded, by stromal content in tumor tissue. To complement this work, we generated a freely-available resource, ConfoundR; https://confoundr.qub.ac.uk/, that enables users to test the extent of stromal influence on an unlimited number of the genes/signatures simultaneously across colorectal, breast, pancreatic, ovarian and prostate cancer datasets. RESULTS Findings presented here demonstrate the clear potential for misinterpretation of the meaning of GESs, due to widespread stromal influences, which in-turn can undermine faithful alignment between clinical samples and preclinical data/models, particularly cell lines and organoids, or tumor models not fully recapitulating the stromal and immune microenvironment. CONCLUSIONS Efforts to faithfully align preclinical models of disease using phenotypically-designed GESs must ensure that the signatures themselves remain representative of the same biology when applied to clinical samples.
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Affiliation(s)
- Natalie C. Fisher
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Ryan M. Byrne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Holly Leslie
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Colin Wood
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Assya Legrini
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Andrew J. Cameron
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Baharak Ahmaderaghi
- School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, United Kingdom
| | - Shania M. Corry
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Sudhir B. Malla
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Raheleh Amirkhah
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Aoife J. McCooey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Emily Rogan
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Keara L. Redmond
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Svetlana Sakhnevych
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | | | - James Jackson
- Information Services, Queen's University Belfast, Belfast, United Kingdom
| | - Maurice B. Loughrey
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, United Kingdom
| | | | - Tim Maughan
- University of Oxford, Oxford, United Kingdom
| | - Mark Lawler
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
| | - Owen J. Sansom
- Cancer Research UK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Felicity Lamrock
- School of Mathematics and Physics, Queen's University Belfast, Belfast, United Kingdom
| | - Viktor H. Koelzer
- Department of Pathology and Molecular Pathology, University and University Hospital of Zürich, Zürich, Switzerland
| | - Nigel B. Jamieson
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Philip D. Dunne
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, United Kingdom
- Cancer Research UK Beatson Institute, Glasgow, United Kingdom
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Legrini A, Leslie H, Dreyer S, Edwards J, Biankin A, Chang D, Jamieson N. Abstract 2031: High plex proteomic prognostic marker discovery for patients with pancreatic adenocarcinoma using digital spatial profiling. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Pancreatic Ductal Adenocarcinoma (PDAC) long-term outcomes following surgical resection remain poor, with only 20% of patients surviving 5 years post pancreatectomy. With its immune-privileged nature, starting from the early pre-neoplastic state, it appears to easily evade the antitumor immune response. Although there is rationale for targeting PDAC immune pathways, little benefit has been observed to date. The aim of the study was to interrogate the immune landscape of PDAC utilising the Nanostring GeoMx Digital Spatial Profiler (DSP), enabling high-plex proteomic characterisation whilst maintaining tumor microenvironment (TME) topographical features.
We assessed tumor samples from 28 treatment-naive PDAC cases represented in a multiregional FFPE tissue microarray (TMA) for which extensive IHC, molecular, genomic characterisation and clinicopathological follow-up data is available. Multiplex immunofluorescent staining for nuclei, panCK, aSMA and CD3 was used to guide region selection using the GeoMx DSP system in multiple TMA cores. 60 immune markers were quantified simultaneously in different tissue compartments defined by immunofluorescence co-localization including tumor (panCK+), immune stromal (PanCK-) regions.
The spatially informed assessment by DSP was validated by both regression and variable prognostication compared with IHC for stromal CD3, CD8 and CD68 in near serial TMA PDAC sections. Unsupervised analysis of proteome data (DSP) in the panCK-negative regions identified an immune poor group associated with shorter OS (13.0 versus 31.1mths, P=0.005). When transcriptomic subtype was considered, the checkpoint inhibitor B7-H3 was significantly upregulated in the squamous subtype tumours versus the classical group (Log2: 1.63, P = 0.001). Patients with high B7-H3 expression, using a median expression cut-off, were associated with shorter OS on multivariate analysis (HR: 4.16, P=0.01) a finding that was validated in an external cohort at the bulk transcriptome level.
This pilot scale discovery study shows the potential of the Nanostring DSP technology to identify spatially-informed biomarkers with prognostic relevance in biopsy sized samples from treatment-naive PDAC. A number of relevant candidate immune predictors were identified in a spatial context, which are currently undergoing validation in a larger independent cohort and within the neoadjuvant setting. Future studies will apply this technology to pre and post treatment biopsy samples.
Citation Format: Assya Legrini, Holly Leslie, Stephan Dreyer, Joanne Edwards, Andrew Biankin, David Chang, Nigel Jamieson. High plex proteomic prognostic marker discovery for patients with pancreatic adenocarcinoma using digital spatial profiling [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2031.
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Affiliation(s)
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- 1University of Glasgow, Glasgow, United Kingdom
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Jamieson NB, Legrini A, Leslie H, Dreyer S, Biankin AV, Chang DKF. High-plex proteomic prognostic marker discovery for patients with pancreatic cancer adenocarcinoma using digital spatial profiling. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.4_suppl.611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
611 Background: The long-term outcomes following surgical resection for Pancreatic Ductal Adenocarcinoma (PDAC) remain poor, with only 20% of patients surviving 5 years after pancreatectomy. With its immune-privileged nature, starting from the early pre-neoplastic state, it appears to escape easily from the antitumor immune response. Despite rationale for targeting immune pathways in PDAC, there has been little benefit observed at this point. The aim of the current study was to interrogate immune landscape of PDAC utilising the Nanostring GeoMx Digital Spatial Profiler (DSP), a state-of-the art analysis platform enabling Hi-plex proteomic characterisation whilst maintaining tumor microenvironment (TME) topographical features. Methods: We assessed Formalin Fixed Paraffin Embedded (FFPE) tumor samples from 28 treatment-naive PDAC cases represented in a multi-regional tissue microarray (TMA) for which extensive IHC, molecular, genomic characterisation and clinicopathological follow-up data is available. Following multiplex IHC staining for DAPI, panCK, aSMA and CD3 to guide region selection, we employed the GeoMx DSP system (NanoString) to select regions within multiple TMA cores. We quantified 60 immune markers simultaneously in multiple tissue compartments defined by immunofluorescence co-localization including (tumor [panCK+ve], immune stroma (PanCK-ve]. Data analysis was performed by a combination of DSP analysis suite and custom R pipeline. Results: The spatially informed variable assessment by DSP was validated by both regression and variable prognostication compared with IHC for stromal CD3, CD8 CD68 in near serial TMA PDAC sections. Unsupervised analysis of DSP proteome data in the panCK-negative regions identified an immune poor group associated with shorter Overall Survival (OS) (13.0 versus 31.1months, P = 0.005). When transcriptomic subtype was considered, the checkpoint inhibitor B7-H3 was significantly upregulated in the squamous subtype tumours versus the classical group (Log2: 1.63, P = 0.001). Patients with high B7-H3 expression, using a median expression cut-off, were associated with shorter OS on multivariate analysis (Hazard Ratio: 4.16, P = 0.01) including lymph node and resection margin status, a finding that was validated in an external cohort at the transcriptome level. Conclusions: This pilot scale discovery study shows the potential of the Nanostring DSP technology in the identification of spatially-informed biomarkers with prognostic relevance in biopsy sized samples from treatment-naive PDAC. We identified a number of relevant candidate immune predictors in spatial context that are currently undergoing validation in larger independent cohorts and the neoadjuvant setting. Future studies will apply this technology to pre- and post-treatment biopsy samples.
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Affiliation(s)
- Nigel Balfour Jamieson
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | | | - Holly Leslie
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, Glasgow, United Kingdom
| | - Stephan Dreyer
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Andrew V Biankin
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - David Kuang-Fu Chang
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
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Wood C, Leslie H, Legrini A, Melissourgou-Syka L, Pennel KAF, Edwards J, Steele CW, Jamieson NB. Spatially resolved transcriptomics deconvolutes histological prognostic subgroups in patients with colorectal cancer and synchronous liver metastases. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.4_suppl.165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
165 Background: Up to 50% of patients with Colorectal Cancer (CRC) will metastasise to the liver (CRLM). KRAS-mt liver metastases particularly when co-mutated with TP53 are associated with poor prognosis. We have used the Glasgow Microenvironment Score (GMS), a histological score performed on H+E slides utilising immune and stromal components of the microenvironment to robustly stratify outcome in primary CRC. The aim of the current study was firstly to determine the utility of GMS in metastatic CRC and secondly to employ the NanostringTM GeoMx Digital Spatial Profiler (DSP), a state-of-the art analysis platform enabling spatial transcriptomic characterisation while maintaining tumour microenvironment (TME) topographical features, to interrogate the functional biology underlying the GMS. Methods: FFPE specimens from primary and metastatic lesions from 44 patients undergoing synchronous resection of CRLM underwent GMS, IHC and panel genomic assessment. Primary endpoints were recurrence-free survival (RFS) and cancer-specific survival (CSS). In addition to bulk transcriptomic assessment, 4 matched pairs from the cohort were selected for GeoMx analysis: 2 samples were GMS0 (high-immune) and 2 were GMS1 (low-immune) with an equal distribution of KRASmt and wt. After multiplex IF staining (PanCK, CD45, DAPI, αSMA), 48 regions of interest were selected and Cancer Transcriptome Atlas Transcriptomic outputs (2000 genes) were analysed using Pathway enrichment analysis with immune deconvolution of the transcriptome performed. Results: GMS0 (high-immune) was associated with improved RFS (p=0.0048) and CSS (p=0.0012) remaining an independent predictor of survival on multivariate analysis (HR 2.90, 95% C.I 1.18-7.16 P=0.021). GMS0 lesions were enriched for adaptive immune (NES=2.20 p.adj<0.0005) and IL-10 (NES=1.9 p.adj<0.0005) pathways specifically at the invasive edge. In contrast, a poor prognostic KRAS/TP53 lesion demonstrated profound immunosuppression, upregulated NOTCH signalling (NES=2.13 p.adj<0.0005) and neutrophil degranulation (NES=1.99 p.adj<0.0005). Topographical Immune-cell deconvolution demonstrated significantly higher populations of CD4 (p=0.05) and CD8 (p=0.0003) cells in GMS0 leading edges. Conclusions: We have demonstrated that spatial transcriptomic analysis using the Nanostring GeoMx tool can reveal potential novel mechanisms underlying biologically relevant histological and mutational subgroups (KRAS-mt) of CRC, providing potential therapeutic targets requiring further investigation. Future studies will apply this technology to pre and post treatment biopsy samples.
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Affiliation(s)
- Colin Wood
- University of Glasgow, Glasgow, United Kingdom
| | - Holly Leslie
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, Glasgow, United Kingdom
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Dreyer SB, Upstill-Goddard R, Legrini A, Biankin AV, Jamieson NB, Chang DK, Jamieson NB, Chang DK. Genomic and Molecular Analyses Identify Molecular Subtypes of Pancreatic Cancer Recurrence. Gastroenterology 2022; 162:320-324.e4. [PMID: 34534536 PMCID: PMC8721486 DOI: 10.1053/j.gastro.2021.09.022] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 07/28/2021] [Accepted: 09/13/2021] [Indexed: 12/13/2022]
Affiliation(s)
- Stephan B Dreyer
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom.
| | - Rosie Upstill-Goddard
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom
| | - Assya Legrini
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom
| | - Andrew V Biankin
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom and West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom
| | - Nigel B Jamieson
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom.
| | - David K Chang
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom.
| | - Nigel B Jamieson
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom and West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom.
| | - David K Chang
- Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Bearsden, Glasgow, Scotland, United Kingdom and West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, Scotland, United Kingdom.
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