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Krauß D, Moreno-Viedma V, Adachi-Fernandez E, de Sá Fernandes C, Genger JW, Fari O, Blauensteiner B, Kirchhofer D, Bradaric N, Gushchina V, Fotakis G, Mohr T, Abramovich I, Mor I, Holcmann M, Bergthaler A, Haschemi A, Trajanoski Z, Winkler J, Gottlieb E, Sibilia M. EGFR controls transcriptional and metabolic rewiring in KRAS G12D colorectal cancer. EMBO Mol Med 2025:10.1038/s44321-025-00240-4. [PMID: 40329096 DOI: 10.1038/s44321-025-00240-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 03/26/2025] [Accepted: 04/02/2025] [Indexed: 05/08/2025] Open
Abstract
Inhibition of the epidermal growth factor receptor (EGFR) shows clinical benefit in metastatic colorectal cancer (CRC) patients, but KRAS-mutations are known to confer resistance. However, recent reports highlight EGFR as a crucial target to be co-inhibited with RAS inhibitors for effective treatment of KRAS mutant CRC. Here, we investigated the tumor cell-intrinsic contribution of EGFR in KRASG12D tumors by establishing murine CRC organoids with key CRC mutations (KRAS, APC, TP53) and inducible EGFR deletion. Metabolomic, transcriptomic, and scRNA-analyses revealed that EGFR deletion in KRAS-mutant organoids reduced their phenotypic heterogeneity and activated a distinct cancer-stem-cell/WNT signature associated with reduced cell size and downregulation of major signaling cascades like MAPK, PI3K, and ErbB. This was accompanied by metabolic rewiring with a decrease in glycolytic routing and increased anaplerotic glutaminolysis. Mechanistically, following EGFR loss, Smoc2 was identified as a key upregulated target mediating these phenotypes that could be rescued upon additional Smoc2 deletion. Validation in patient-datasets revealed that the identified signature is associated with better overall survival of RAS mutant CRC patients possibly allowing to predict therapy responses in patients.
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Affiliation(s)
- Dana Krauß
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Veronica Moreno-Viedma
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Emi Adachi-Fernandez
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Cristiano de Sá Fernandes
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, 1090, Austria
| | - Jakob-Wendelin Genger
- Institute of Hygiene and Applied Immunology, Department of Pathophysiology, Infectiology and Immunology, Medical University of Vienna, Vienna, 1090, Austria
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, 1090, Austria
| | - Ourania Fari
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Bernadette Blauensteiner
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Dominik Kirchhofer
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Nikolina Bradaric
- Department of Laboratory Medicine, Medical University of Vienna, 1090, Vienna, Austria
| | - Valeriya Gushchina
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Georgios Fotakis
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Thomas Mohr
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Ifat Abramovich
- Department of Cell Biology and Cancer Science, The Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Inbal Mor
- Department of Cell Biology and Cancer Science, The Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
- Department of Molecular Biology, Ariel University, Ariel, 4070000, Israel
| | - Martin Holcmann
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Andreas Bergthaler
- Institute of Hygiene and Applied Immunology, Department of Pathophysiology, Infectiology and Immunology, Medical University of Vienna, Vienna, 1090, Austria
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, 1090, Austria
| | - Arvand Haschemi
- Department of Laboratory Medicine, Medical University of Vienna, 1090, Vienna, Austria
| | - Zlatko Trajanoski
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Juliane Winkler
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria
| | - Eyal Gottlieb
- Department of Cell Biology and Cancer Science, The Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Maria Sibilia
- Center for Cancer Research, Medical University of Vienna and Comprehensive Cancer Center, Vienna, Austria.
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Duan J, Zhou X, Zhu H, Zhou M, Liu M, Zhou Y, Li W, Xu B, Zhang A. Decreased expression of LEF1 caused defective decidualization by inhibiting IL-11 expression in patients with adenomyosis. Mol Med 2025; 31:10. [PMID: 39794729 PMCID: PMC11720350 DOI: 10.1186/s10020-024-01054-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Accepted: 12/18/2024] [Indexed: 01/13/2025] Open
Abstract
Reduced lymphoid enhancer-binding factor 1 (LEF1) expression in patients with adenomyosis during the mid-secretory phase leads to impaired endometrial receptivity, affecting embryo implantation. This study investigated the molecular mechanisms underlying reduced endometrial receptivity in 25 adenomyosis patients and 25 controls. Functional experiments were conducted using human endometrial stromal cells (HESCs) and TERT-immortalized HESCs(T-HESCs), with final validation performed using a mouse model. Western blot and quantitative real-time polymerase chain reaction (RT-qPCR) analyses revealed that patients with adenomyosis showed a marked decrease in LEF1 expression in the stromal cells of the endometrium during the mid-secretory phase. In vitro experiments demonstrated that LEF1 knockdown in stromal cells led to impaired decidualization. Transcriptome sequencing, dual-luciferase reporter assays, and chromatin immunoprecipitation (ChIP) experiments showed that LEF1 could bind to the promoter region of interleukin (IL)-11 and promote its transcription, and IL-11 expression was also found to be downregulated in adenomyosis patients. Overexpression of IL-11 rescued the impaired decidualization caused by decreased LEF1 expression. In the in vitro co-culture model, LEF1/IL-11 knockdown led to a reduction in embryo implantation area, which was partially restored upon IL-11 overexpression. In the adenomyosis mouse model, we observed a decrease in LEF1 expression and a reduction in implantation sites compared to control mice, accompanied by impaired decidualization and receptivity. Notably, supplementation with IL-11 restored the number of implantation sites. The decrease in fertility due to reduced endometrial receptivity in adenomyosis patients is a significant clinical issue in assisted reproductive technology. This research provides insights into one potential molecular mechanism underlying this decreased receptivity, with a specific focus on the reduced expression of LEF1 in the endometrial stromal cells during the mid-secretory phase in adenomyosis patients. Our findings offer new perspectives for clinical strategies to improve endometrial receptivity in patients with adenomyosis, potentially enhancing their chances of successful pregnancy.
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Affiliation(s)
- Jingru Duan
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaowei Zhou
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hanfei Zhu
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mingjuan Zhou
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mengyu Liu
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yan Zhou
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wenzhu Li
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bufang Xu
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Aijun Zhang
- Department of Obstetrics and Gynecology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics, Shanghai, China.
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Suhardi VJ, Oktarina A, Hammad M, Niu Y, Li Q, Thomson A, Lopez J, McCormick J, Ayturk UM, Greenblatt MB, Ivashkiv LB, Bostrom MPG, Yang X. Prevention and treatment of peri-implant fibrosis by functionally inhibiting skeletal cells expressing the leptin receptor. Nat Biomed Eng 2024; 8:1285-1307. [PMID: 39085645 PMCID: PMC12016487 DOI: 10.1038/s41551-024-01238-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 06/25/2024] [Indexed: 08/02/2024]
Abstract
The cellular and molecular mediators of peri-implant fibrosis-a most common reason for implant failure and for surgical revision after the replacement of a prosthetic joint-remain unclear. Here we show that peri-implant fibrotic tissue in mice and humans is largely composed of a specific population of skeletal cells expressing the leptin receptor (LEPR) and that these cells are necessary and sufficient to generate and maintain peri-implant fibrotic tissue. In a mouse model of tibial implantation and osseointegration that mimics partial knee arthroplasty, genetic ablation of LEPR+ cells prevented peri-implant fibrosis and the implantation of LEPR+ cells from peri-implant fibrotic tissue was sufficient to induce fibrosis in secondary hosts. Conditional deletion of the adhesion G-protein-coupled receptor F5 (ADGRF5) in LEPR+ cells attenuated peri-implant fibrosis while augmenting peri-implant bone formation, and ADGRF5 inhibition by the intra-articular or systemic administration of neutralizing anti-ADGRF5 in the mice prevented and reversed peri-implant fibrosis. Pharmaceutical agents that inhibit the ADGRF5 pathway in LEPR+ cells may be used to prevent and treat peri-implant fibrosis.
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Affiliation(s)
- Vincentius Jeremy Suhardi
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, NY, USA
- Research Institute, Hospital for Special Surgery, New York, NY, USA
| | | | - Mohammed Hammad
- Research Institute, Hospital for Special Surgery, New York, NY, USA
| | - Yingzhen Niu
- Research Institute, Hospital for Special Surgery, New York, NY, USA
- Department of Joint Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, P. R. China
| | - Qingdian Li
- Research Institute, Hospital for Special Surgery, New York, NY, USA
- Department of Orthopedics, Guangdong Provincial People's Hospital, Southern Medical University, Guangzhou, P. R. China
| | - Andrew Thomson
- Research Institute, Hospital for Special Surgery, New York, NY, USA
| | - Juan Lopez
- Research Institute, Hospital for Special Surgery, New York, NY, USA
| | - Jason McCormick
- Flow Cytometry Core Facility, Weill Cornell Medicine, New York, NY, USA
| | - Ugur M Ayturk
- Research Institute, Hospital for Special Surgery, New York, NY, USA
- Department of Orthopedic Surgery, Weill Cornell Medicine, New York, NY, USA
| | - Matthew B Greenblatt
- Research Institute, Hospital for Special Surgery, New York, NY, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA
| | | | - Mathias P G Bostrom
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, NY, USA
- Research Institute, Hospital for Special Surgery, New York, NY, USA
- Department of Orthopedic Surgery, Weill Cornell Medicine, New York, NY, USA
| | - Xu Yang
- Research Institute, Hospital for Special Surgery, New York, NY, USA.
- Department of Orthopedic Surgery, Weill Cornell Medicine, New York, NY, USA.
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D’Antonio DL, Fantini F, Moscatello C, Ferrone A, Scaringi S, Valanzano R, Ficari F, Efthymakis K, Neri M, Aceto GM, Curia MC. The Interplay among Wnt/β-catenin Family Members in Colorectal Adenomas and Surrounding Tissues. Biomedicines 2024; 12:1730. [PMID: 39200196 PMCID: PMC11352173 DOI: 10.3390/biomedicines12081730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 07/22/2024] [Accepted: 07/30/2024] [Indexed: 09/02/2024] Open
Abstract
BACKGROUND The colorectal adenoma undergoes neoplastic progression via the normal epithelium-adenoma-adenocarcinoma sequence as reported in the Vogelgram. The hazard of developing a tumor is deeply associated with the number and size of adenomas and their subtype. Adenomatous polyps are histologically categorized as follows: approximately 80-90% are tubular, 5-15% are villous, and 5-10% are tubular/villous. Given the higher risk of a malignant transformation observed in tubular/villous adenomas, patients diagnosed with adenomatous polyposis are at an improved risk of developing CRC. The Wnt/β-catenin pathway plays a key role in the onset of colorectal adenoma; in particular, intestinal cells first acquire loss-of-function mutations in the APC gene that induce the formation of adenomas. METHODS Wnt/β-catenin pathway APC, Wnt3a, Wnt5a, LEF1, and BCL9 genes and protein expression analyses were conducted by qRT-PCR and western blot in 68 colonic samples (polyps and adjacent mucosa) from 41 patients, of which 17 were affected by FAP. Ten normal colonic mucosal samples were collected from 10 healthy donors. RESULTS In this study, both the APC gene and protein were less expressed in the colon tumor compared to the adjacent colonic mucosa. Conversely, the activated β-catenin was more expressed in polyps than in the adjacent mucosa. All results confirmed the literature data on carcinomas. A statistically significant correlation between Wnt3a and BCL9 both in polyps and in the adjacent mucosa underlines that the canonical Wnt pathway is activated in early colon carcinogenesis and that the adjacent mucosa is already altered. CONCLUSION This is the first study analyzing the difference in expression of the Wnt/β-catenin pathway in human colorectal adenomas. Understanding the progression from adenomas to colorectal carcinomas is essential for the development of new therapeutic strategies and improving clinical outcomes with the use of APC and β-catenin as biomarkers.
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Affiliation(s)
- Domenica Lucia D’Antonio
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
- Villa Serena Foundation for Research, Via Leonardo Petruzzi 42, 65013 Città Sant’Angelo, Italy
| | - Fabiana Fantini
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
| | - Carmelo Moscatello
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
| | - Alessio Ferrone
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
| | - Stefano Scaringi
- Department of Clinical and Experimental Medicine, University of Florence, Largo Brambilla 3, 50134 Firenze, Italy; (S.S.); (R.V.); (F.F.)
| | - Rosa Valanzano
- Department of Clinical and Experimental Medicine, University of Florence, Largo Brambilla 3, 50134 Firenze, Italy; (S.S.); (R.V.); (F.F.)
| | - Ferdinando Ficari
- Department of Clinical and Experimental Medicine, University of Florence, Largo Brambilla 3, 50134 Firenze, Italy; (S.S.); (R.V.); (F.F.)
| | - Konstantinos Efthymakis
- Department of Medicine and Aging Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (K.E.); (M.N.)
| | - Matteo Neri
- Department of Medicine and Aging Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (K.E.); (M.N.)
| | - Gitana Maria Aceto
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
| | - Maria Cristina Curia
- Department of Medical, Oral and Biotechnological Sciences, “Gabriele d’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy; (D.L.D.); (F.F.); (C.M.); (A.F.); (G.M.A.)
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Brown M, Leon A, Kedzierska K, Moore C, Belnoue‐Davis HL, Flach S, Lydon JP, DeMayo FJ, Lewis A, Bosse T, Tomlinson I, Church DN. Functional analysis reveals driver cooperativity and novel mechanisms in endometrial carcinogenesis. EMBO Mol Med 2023; 15:e17094. [PMID: 37589076 PMCID: PMC10565641 DOI: 10.15252/emmm.202217094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 08/01/2023] [Accepted: 08/02/2023] [Indexed: 08/18/2023] Open
Abstract
High-risk endometrial cancer has poor prognosis and is increasing in incidence. However, understanding of the molecular mechanisms which drive this disease is limited. We used genetically engineered mouse models (GEMM) to determine the functional consequences of missense and loss of function mutations in Fbxw7, Pten and Tp53, which collectively occur in nearly 90% of high-risk endometrial cancers. We show that Trp53 deletion and missense mutation cause different phenotypes, with the latter a substantially stronger driver of endometrial carcinogenesis. We also show that Fbxw7 missense mutation does not cause endometrial neoplasia on its own, but potently accelerates carcinogenesis caused by Pten loss or Trp53 missense mutation. By transcriptomic analysis, we identify LEF1 signalling as upregulated in Fbxw7/FBXW7-mutant mouse and human endometrial cancers, and in human isogenic cell lines carrying FBXW7 mutation, and validate LEF1 and the additional Wnt pathway effector TCF7L2 as novel FBXW7 substrates. Our study provides new insights into the biology of high-risk endometrial cancer and suggests that targeting LEF1 may be worthy of investigation in this treatment-resistant cancer subgroup.
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Affiliation(s)
- Matthew Brown
- Cancer Genomics and Immunology Group, Wellcome Centre for Human GeneticsUniversity of OxfordOxfordUK
- Oxford NIHR Comprehensive Biomedical Research Centre, Oxford University Hospitals NHS Foundation TrustOxfordUK
| | - Alicia Leon
- Department of PathologyLeiden University Medical CenterLeidenThe Netherlands
| | - Katarzyna Kedzierska
- Cancer Genomics and Immunology Group, Wellcome Centre for Human GeneticsUniversity of OxfordOxfordUK
| | - Charlotte Moore
- Cancer Genomics and Immunology Group, Wellcome Centre for Human GeneticsUniversity of OxfordOxfordUK
| | - Hayley L Belnoue‐Davis
- Gastrointestinal Stem Cell Biology Laboratory, Wellcome Centre for Human GeneticsUniversity of OxfordOxfordUK
| | - Susanne Flach
- Department of Otorhinolaryngology, Head and Neck SurgeryLMU KlinikumMunichGermany
- German Cancer Consortium (DKTK), Partner SiteMunichGermany
| | - John P Lydon
- Department of Molecular and Cellular BiologyBaylor College of MedicineHoustonTXUSA
| | - Francesco J DeMayo
- Reproductive and Developmental Biology LaboratoryNational Institute of Environmental Health SciencesResearch Triangle ParkNCUSA
| | - Annabelle Lewis
- Department of Life Sciences, College of Health, Medicine and Life SciencesBrunel University LondonUxbridgeUK
| | - Tjalling Bosse
- Department of PathologyLeiden University Medical CenterLeidenThe Netherlands
| | - Ian Tomlinson
- Institute of Genetics and CancerThe University of EdinburghEdinburghUK
| | - David N Church
- Cancer Genomics and Immunology Group, Wellcome Centre for Human GeneticsUniversity of OxfordOxfordUK
- Oxford NIHR Comprehensive Biomedical Research Centre, Oxford University Hospitals NHS Foundation TrustOxfordUK
- Oxford Cancer Centre, Churchill HospitalOxford University Hospitals Foundation NHS TrustOxfordUK
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Wu Q, Zheng S, Lin N, Xie X. Comprehensive research into prognostic and immune signatures of transcription factor family in breast cancer. BMC Med Genomics 2023; 16:87. [PMID: 37098532 PMCID: PMC10127334 DOI: 10.1186/s12920-023-01521-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Accepted: 04/15/2023] [Indexed: 04/27/2023] Open
Abstract
BACKGROUND Breast cancer (BRCA) is the most common malignancy with high morbidity and mortality in women, and transcription factor (TF) is closely related to the occurrence and development of BRCA. This study was designed to identify a prognostic gene signature based on TF family to reveal immune characteristics and prognostic survival of BRCA. METHODS In this study, RNA-sequence with corresponding clinical data were obtained from The Cancer Genome Atlas (TCGA) and GSE42568. Prognostic differentially expressed transcription factor family genes (TFDEGs) were screened to construct a risk score model, after which BRCA patients were stratified into low-risk and high-risk groups based on their corresponding risk scores. Kaplan-Meier (KM) analysis was applied to evaluate the prognostic implication of risk score model, and a nomogram model was developed and validated with the TCGA and GSE20685. Furthermore, the GSEA revealed pathological processes and signaling pathways enriched in the low-risk and high-risk groups. Finally, analyses regarding levels of immune infiltration, immune checkpoints and chemotactic factors were all completed to investigate the correlation between the risk score and tumor immune microenvironment (TIME). RESULTS A prognostic 9-gene signature based on TFDEGs was selected to establish a risk score model. According to KM analyses, high-risk group witnessed a significantly worse overall survival (OS) than low-risk group in both TCGA-BRCA and GSE20685. Furthermore, the nomogram model proved great possibility in predicting the OS of BRCA patients. As indicted in GSEA analysis, tumor-associated pathological processes and pathways were relatively enriched in high-risk group, and the risk score was negatively correlated with ESTIMATE score, infiltration levels of CD4+ and CD8+T cells, as well as expression levels of immune checkpoints and chemotactic factors. CONCLUSIONS The prognostic model based on TFDEGs could distinguish as a novel biomarker for predicting prognosis of BRCA patients; in addition, it may also be utilized to identify potential benefit population from immunotherapy in different TIME and predict potential drug targets.
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Affiliation(s)
- Qing Wu
- Department of Oncology, Molecule Oncology Research Institute, The First Affiliated Hospital of Fujian Medical University, No. 20 Chazhong Road, Fuzhou, 350005, Fujian, China
- Department of Oncology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China
| | - Shiyao Zheng
- College of Clinical Medicine for Oncology, Fujian Medical University, Fuzhou, Fujian, China
| | - Nan Lin
- Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastrointestinal Surgery, The 900th Hospital of Joint Logistics Support Forces of Chinese PLA, Fuzhou, Fujian, China
| | - Xianhe Xie
- Department of Oncology, Molecule Oncology Research Institute, The First Affiliated Hospital of Fujian Medical University, No. 20 Chazhong Road, Fuzhou, 350005, Fujian, China.
- Department of Oncology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350212, China.
- Fujian Key Laboratory of Precision Medicine for Cancer, The First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, China.
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Zhang R, Hu M, Chen HN, Wang X, Xia Z, Liu Y, Wang R, Xia X, Shu Y, Du D, Meng W, Qi S, Li Y, Xu H, Zhou ZG, Dai L. Phenotypic heterogeneity analysis of APC-mutant colon cancer by proteomics and phosphoproteomics identifies RAI14 as a key prognostic determinant in East Asians and Westerners. Mol Cell Proteomics 2023; 22:100532. [PMID: 36934880 PMCID: PMC10148045 DOI: 10.1016/j.mcpro.2023.100532] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 03/08/2023] [Accepted: 03/15/2023] [Indexed: 03/19/2023] Open
Abstract
Adenomatous polyposis coli (APC) is an important tumor suppressor and is mostly linked to the regulation of the WNT/β-catenin signaling pathway. APC mutation has been identified as an early event in more than 80% of sporadic colorectal cancers (CRCs). Moreover, prognostic differences are observed in CRC patients with APC mutations. Although previous genomics studies have investigated the roles of concomitant gene mutations in determining the phenotypic heterogeneity of APC-mutant tumors, valuable prognostic determinants for APC-mutant CRC patients are still lacking. Based on the proteome and phosphoproteome data, we classified APC-mutant colon cancer patients and revealed genomic, proteomic and phosphoproteomic heterogeneity in APC-mutant tumors. More importantly, we identified RAI14 as a key prognostic determinant for APC-mutant but not APC-wildtype colon cancer patients. The heterogeneity and the significance of prognostic biomarkers in APC-mutant tumors were further validated in the Clinical Proteomic Tumor Analysis Consortium (CPTAC) colon cancer cohort. In addition, we found that colon cancer patients with high expression of RAI14 were less responsive to chemotherapy. Knockdown of RAI14 in cell lines led to reduced cell migration and changes in epithelial-mesenchymal transition (EMT)-related markers. Mechanistically, knockdown of RAI14 remodeled the phosphoproteome associated with cell adhesion, which might affect EMT marker expression and promote F-actin degradation. Collectively, this work describes the phenotypic heterogeneity of APC-mutant tumors and identifies RAI14 as an important prognostic determinant for APC-mutant colon cancer patients. The prognostic utility of RAI14 in APC-mutant colon cancer will provide early warning and increase the chance of successful treatment.
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Affiliation(s)
- Rou Zhang
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Meng Hu
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Hai-Ning Chen
- Colorectal Cancer Center, Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Xiuxuan Wang
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zhili Xia
- The First Clinical Medical College, Lanzhou University, Lanzhou, 730000, China
| | - Yu Liu
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Rui Wang
- West China-Washington Mitochondria and Metabolism Centre, Institutes for Systems Genetics; Advanced Mass Spectrometry Center, Research Core Facility, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Xuyang Xia
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yang Shu
- Colorectal Cancer Center, Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Dan Du
- West China-Washington Mitochondria and Metabolism Centre, Institutes for Systems Genetics; Advanced Mass Spectrometry Center, Research Core Facility, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Wenbo Meng
- The First Clinical Medical College, Lanzhou University, Lanzhou, 730000, China
| | - Shiqian Qi
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yuan Li
- Institute of Digestive Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Heng Xu
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zong-Guang Zhou
- Colorectal Cancer Center, Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China; Institute of Digestive Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Lunzhi Dai
- National Clinical Research Center for Geriatrics and General Practice Medical Center, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China.
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Wada H, Sato Y, Fujimoto S, Okamoto K, Bando M, Kawaguchi T, Miyamoto H, Muguruma N, Horimoto K, Matsuzawa Y, Mutoh M, Takayama T. Resveratrol inhibits development of colorectal adenoma via suppression of LEF1; comprehensive analysis with connectivity map. Cancer Sci 2022; 113:4374-4384. [PMID: 36082704 PMCID: PMC9746064 DOI: 10.1111/cas.15576] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 08/30/2022] [Accepted: 09/01/2022] [Indexed: 12/15/2022] Open
Abstract
Although many chemopreventive studies on colorectal tumors have been reported, no effective and safe preventive agent is currently available. We searched for candidate preventive compounds against colorectal tumor comprehensively from United States Food and Drug Administration (FDA)-approved compounds by using connectivity map (CMAP) analysis coupled with in vitro screening with colorectal adenoma (CRA) patient-derived organoids (PDOs). We generated CRA-specific gene signatures based on the DNA microarray analysis of CRA and normal epithelial specimens, applied them to CMAP analysis with 1309 FDA-approved compounds, and identified 121 candidate compounds that should cancel the gene signatures. We narrowed them down to 15 compounds, and evaluated their inhibitory effects on the growth of CRA-PDOs in vitro. We finally identified resveratrol, one of the polyphenolic phytochemicals, as a compound showing the strongest inhibitory effect on the growth of CRA-PDOs compared with normal epithelial PDOs. When resveratrol was administered to ApcMin/+ mice at 15 or 30 mg/kg, the number of polyps (adenomas) was significantly reduced in both groups compared with control mice. Similarly, the number of polyps (adenomas) was significantly reduced in azoxymethane-injected rats treated with 10 or 100 mg/resveratrol compared with control rats. Microarray analysis of adenomas from resveratrol-treated rats revealed the highest change (downregulation) in expression of LEF1, a key molecule in the Wnt signaling pathway. Treatment with resveratrol significantly downregulated the Wnt-target gene (MYC) in CRA-PDOs. Our data demonstrated that resveratrol can be the most effective compound for chemoprevention of colorectal tumors, the efficacy of which is mediated through suppression of LEF1 expression in the Wnt signaling pathway.
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Affiliation(s)
- Hironori Wada
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Yasushi Sato
- Department of Community Medicine for Gastroenterology and OncologyTokushima University Graduate School of Biomedical SciencesTokushimaJapan
| | - Shota Fujimoto
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Koichi Okamoto
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Masahiro Bando
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Tomoyuki Kawaguchi
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Hiroshi Miyamoto
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Naoki Muguruma
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
| | - Katsuhisa Horimoto
- Molecular Profiling Research Center for Drug DiscoveryNational Institute of Advanced Industrial Science and Technology (AIST)TokyoJapan
- SOCIUM IncTokyoJapan
| | - Yui Matsuzawa
- Epidemiology and Prevention Division, Research Center for Cancer Prevention and ScreeningNational Cancer CenterTokyoJapan
| | - Michihiro Mutoh
- Epidemiology and Prevention Division, Research Center for Cancer Prevention and ScreeningNational Cancer CenterTokyoJapan
- Department of Molecular‐Targeting Cancer Prevention, Graduate School of Medical ScienceKyoto Prefectural University of MedicineKyotoJapan
| | - Tetsuji Takayama
- Department of Gastroenterology and Oncology, Institute of Biomedical SciencesTokushima University Graduate SchoolTokushimaJapan
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9
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van Neerven SM, Smit WL, van Driel MS, Kakkar V, de Groot NE, Nijman LE, Elbers CC, Léveillé N, Heijmans J, Vermeulen L. Intestinal Apc-inactivation induces HSP25 dependency. EMBO Mol Med 2022; 14:e16194. [PMID: 36321561 PMCID: PMC9727927 DOI: 10.15252/emmm.202216194] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 10/12/2022] [Accepted: 10/12/2022] [Indexed: 12/12/2022] Open
Abstract
The majority of colorectal cancers (CRCs) present with early mutations in tumor suppressor gene APC. APC mutations result in oncogenic activation of the Wnt pathway, which is associated with hyperproliferation, cytoskeletal remodeling, and a global increase in mRNA translation. To compensate for the increased biosynthetic demand, cancer cells critically depend on protein chaperones to maintain proteostasis, although their function in CRC remains largely unexplored. In order to investigate the role of molecular chaperones in driving CRC initiation, we captured the transcriptomic profiles of murine wild type and Apc-mutant organoids during active transformation. We discovered a strong transcriptional upregulation of Hspb1, which encodes small heat shock protein 25 (HSP25). We reveal an indispensable role for HSP25 in facilitating Apc-driven transformation, using both in vitro organoid cultures and mouse models, and demonstrate that chemical inhibition of HSP25 using brivudine reduces the development of premalignant adenomas. These findings uncover a hitherto unknown vulnerability in intestinal transformation that could be exploited for the development of chemopreventive strategies in high-risk individuals.
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Affiliation(s)
- Sanne M van Neerven
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Wouter L Smit
- Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Department of Gastroenterology and Hepatology, Tytgat Institute for Liver and Intestinal ResearchAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands
| | - Milou S van Driel
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Vaishali Kakkar
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Nina E de Groot
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Lisanne E Nijman
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Clara C Elbers
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Nicolas Léveillé
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
| | - Jarom Heijmans
- Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Department of Gastroenterology and Hepatology, Tytgat Institute for Liver and Intestinal ResearchAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Department of Internal MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands
| | - Louis Vermeulen
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC Location University of AmsterdamAmsterdamThe Netherlands,Cancer Center AmsterdamAmsterdamThe Netherlands,Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands,Oncode InstituteAmsterdamThe Netherlands
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10
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Wang W, He S, Dong G, Sheng C. Nucleic-Acid-Based Targeted Degradation in Drug Discovery. J Med Chem 2022; 65:10217-10232. [PMID: 35916496 DOI: 10.1021/acs.jmedchem.2c00875] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Targeted protein degradation (TPD), represented by proteolysis-targeting chimera (PROTAC), has emerged as a novel therapeutic modality in drug discovery. However, the application of conventional PROTACs is limited to protein targets containing cytosolic domains with ligandable sites. Recently, nucleic-acid-based modalities, such as modified oligonucleotide mimics and aptamers, opened new avenues to degrade protein targets and greatly expanded the scope of TPD. Beyond constructing protein-degrading chimeras, nucleic acid motifs can also serve as substrates for targeted degradation. Particularly, the new type of chimeric RNA degrader termed ribonuclease-targeting chimera (RIBOTAC) has shown promising features in drug discovery. Here, we provide an overview of the newly emerging TPD strategies based on nucleic acids as well as new strategies for targeted degradation of nucleic acid (RNA) targets. The design strategies, case studies, potential applications, and challenges are focused on.
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Affiliation(s)
- Wei Wang
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Shipeng He
- Institute of Translational Medicine, Shanghai University, Shanghai 200444, China
| | - Guoqiang Dong
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
| | - Chunquan Sheng
- School of Pharmacy, Second Military Medical University, Shanghai 200433, China
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