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Shimura T, Yin C, Ma R, Zhang A, Nagai Y, Shiratori A, Ozaki H, Yamashita S, Higashi K, Sato Y, Imaoka H, Kitajima T, Kawamura M, Koike Y, Okita Y, Yoshiyama S, Ohi M, Hayashi A, Imai H, Zhang X, Okugawa Y, Toiyama Y. The prognostic importance of the negative regulators of ferroptosis, GPX4 and HSPB1, in patients with colorectal cancer. Oncol Lett 2025; 29:144. [PMID: 39850719 PMCID: PMC11755263 DOI: 10.3892/ol.2025.14890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 12/16/2024] [Indexed: 01/25/2025] Open
Abstract
The prognostic value of negative regulators of ferroptosis in patients with colorectal cancer (CRC) has not yet been fully elucidated. The present study performed a systematic in silico identification and selection of candidate negative regulators of ferroptosis using The Cancer Genome Atlas data cohort (n=367), followed by clinical validation through immunohistochemistry of samples from patients with CRC (n=166) and further in vitro evaluation. In silico analysis identified specific light-chain subunit of the cystine/glutamate antiporter, AIFM2, NFE2L2, FTH1, GLS2, glutathione peroxidase 4 (GPX4) and heat shock protein β-1 (HSPB1) genes as possible candidates. Furthermore, patients with high expression of GPX4 or HSPB1 exhibited significantly worse overall survival (OS) compared with those with low expression (P<0.01 for both). Immunohistochemical analysis revealed that both OS and recurrence-free survival (RFS) of patients with CRC and high GPX4 or HSPB1 expression were significantly worse compared with in patients with low expression (P<0.01 for all). Furthermore, multivariate analysis showed that high GPX4 and HSPB1 expression were independent risk factors for poor oncological outcome for OS and RFS (GPX4: RFS, P=0.03; HSPB1: OS, P=0.006 and RFS, P<0.0001). Moreover, the effects of GPX4 and HSPB1 small interfering RNAs on two CRC cell lines (DLD-1 and SW480) indicated that GPX4 and HSPB1 may exhibit important roles in attenuating the cytotoxic effect of 5-fluorouracil-based chemotherapy. In conclusion, the current study confirmed that GPX4 and HSPB1 may serve as substantial prognostic- and recurrence-predictive biomarkers in patients with CRC.
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Affiliation(s)
- Tadanobu Shimura
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Chengzeng Yin
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Ruiya Ma
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
- Department of Surgery, Tangshan Gongren Hospital, Tangshan, Hebei 063007, P.R. China
| | - Aiying Zhang
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Yuka Nagai
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Aoi Shiratori
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Hana Ozaki
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Shinji Yamashita
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Koki Higashi
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Yuki Sato
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Hiroki Imaoka
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Takahito Kitajima
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
- Department of Genomic Medicine, Mie University Hospital, Tsu, Mie 514-8507, Japan
| | - Mikio Kawamura
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Yuhki Koike
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Yoshiki Okita
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Shigeyuki Yoshiyama
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Masaki Ohi
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Akinobu Hayashi
- Department of Oncologic Pathology, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Hiroshi Imai
- Department of Oncologic Pathology, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
| | - Xueming Zhang
- Department of Surgery, Tangshan Gongren Hospital, Tangshan, Hebei 063007, P.R. China
| | - Yoshinaga Okugawa
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
- Department of Genomic Medicine, Mie University Hospital, Tsu, Mie 514-8507, Japan
| | - Yuji Toiyama
- Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Tsu, Mie 514-8507, Japan
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Yan Y, Gong Y, Liang X, Xiong Q, Lin J, Wu Y, Zhang L, Chen H, Jin J, Luan X. Decoding β-catenin associated protein-protein interactions: Emerging cancer therapeutic opportunities. Biochim Biophys Acta Rev Cancer 2025; 1880:189232. [PMID: 39643250 DOI: 10.1016/j.bbcan.2024.189232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 11/25/2024] [Accepted: 11/28/2024] [Indexed: 12/09/2024]
Abstract
The hyperactive Wnt/β-catenin signaling circuit has been proven to be closely related to the progression of various cancers, with β-catenin serving as a central regulator of pro-tumorigenic processes. Preclinical evidences strongly support β-catenin as a promising therapeutic target. However, it has long been considered "undruggable" due to challenges such as the lack of crystal structures for its N- and C-terminal domains, high mutation rates, and limited availability of inhibitors. Notably, the network of β-catenin-associated protein-protein interactions (PPIs) is vital in the progression of multiple diseases. These interactions form a cancer-specific network that participates in all phases of oncogenesis, from cell metastasis to immunosuppressive microenvironment formation. Thus, researches on these PPIs are essential for unraveling the molecular mechanisms behind tumors with aberrant β-catenin activation, as well as for developing new targeted therapies. In this review, we delve into how β-catenin's PPIs orchestrate cancer progression and highlight biological and clinical dilemmas, proposing frontier technologies and potential challenges in targeting β-catenin for cancer therapy.
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Affiliation(s)
- Yue Yan
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Yiting Gong
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Xiaohui Liang
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Qingyi Xiong
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Jiayi Lin
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Ye Wu
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Lijun Zhang
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Hongzhuan Chen
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.
| | - Jinmei Jin
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.
| | - Xin Luan
- Shanghai Frontiers Science Center for Chinese Medicine Chemical Biology, Institute of Interdisciplinary Integrative Medicine Research and Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.
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3
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Kapri A, Singh D, Onteru SK. Deciphering Aflatoxin B1 affected critical molecular pathways governing cancer: A bioinformatics study using CTD and PANTHER databases. Mycotoxin Res 2025; 41:93-111. [PMID: 39417919 DOI: 10.1007/s12550-024-00563-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 09/17/2024] [Accepted: 09/24/2024] [Indexed: 10/19/2024]
Abstract
Aflatoxin B1 (AFB1) is a fungal toxin consistently found as a contaminant in food products such as cereals, nuts, spices, and oilseeds. AFB1 exposure can lead to hepatotoxicity, cancer, immune suppression, reproductive deficiency, nutritional dysfunction, and growth impairment. AFB1 has also been listed as one of the most potent human carcinogens by the International Agency for Research on Cancer. Although the correlation between AFB1 exposure and cancer initiation and progression is already reported in the literature, very little information is available about what molecular pathways are affected during cancer development. Considering this, we first selected AFB1-responsive genes involved in five deadliest cancer types including lung, colorectal, liver, stomach, and breast cancers from the Comparative Toxicogenomics Database (CTD). Then, using the PANTHER database, a statistical overrepresentation test was performed to identify the significantly affected pathways in each cancer type. The gonadotropin-releasing hormone receptor (GnRHR) pathway, the CCKR signaling pathway, and angiogenesis were found to be the most affected pathways in lung, breast, liver, and stomach cancers. In addition, AFB1 toxicity majorly impacted apoptosis and Wnt signaling pathways in liver and stomach cancers, respectively. Moreover, the most affected pathways in colorectal cancer were the Wnt, CCKR, and GnRHR pathways. Furthermore, gene analysis was also performed for the most affected pathways associated with each cancer and identified thirteen key genes (e.g., FOS, AKT1) that may serve as biological markers for a particular type of AFB1-induced cancer as well as for in vitro AFB1 toxicological studies using specific cancer cell lines.
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Affiliation(s)
- Ankita Kapri
- Molecular Endocrinology, Functional Genomics & Systems Biology Laboratory, Animal Biochemistry Division, ICAR-National Dairy Research Institute, Karnal, 132001, Haryana, India
| | - Dheer Singh
- Molecular Endocrinology, Functional Genomics & Systems Biology Laboratory, Animal Biochemistry Division, ICAR-National Dairy Research Institute, Karnal, 132001, Haryana, India
| | - Suneel Kumar Onteru
- Molecular Endocrinology, Functional Genomics & Systems Biology Laboratory, Animal Biochemistry Division, ICAR-National Dairy Research Institute, Karnal, 132001, Haryana, India.
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Zhu E, Liu Y, Xie S, Hou J, Yang X, Xu M, Yang F, Li Z, Zhu B, Zha H. IGF2-IGF1R signaling inhibition delays the growth of IGF2-high colorectal cancer by modulating MDSCs. Biochem Biophys Res Commun 2025; 746:151230. [PMID: 39756209 DOI: 10.1016/j.bbrc.2024.151230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Accepted: 12/19/2024] [Indexed: 01/07/2025]
Abstract
Approximately 22 % of human colorectal cancers (CRC) are characterized by IGF2 overexpression, and the tumor-promoting role of IGF2 has been widely reported. Despite promising preclinical results, IGF2 signaling inhibition therapy has exhibited limited efficacy in treating unselected patients with CRC. Recent evidence suggests that IGF2-high CRC are more sensitive to IGF2 signaling blockade therapy in immune-deficient mice, suggesting that IGF2-high CRC can benefit from IGF2 signaling blockade therapy. However, T cells are absent in immunodeficient mice, and the effect of blocking IGF2 signaling on T cell-mediated antitumor immunity remains unknown. Herein, using an implanted mouse tumor model in immunocompetent hosts, we report that PQ401, an IGF2-IGF1R inhibitor, significantly inhibited the growth of IGF2-high CRC cells. PQ401 treatment increased the infiltration and function of tumor-infiltrating CD4+ and CD8+ T cells in a T cell-extrinsic manner. Our findings suggest that myeloid-derived suppressor cells (MDSCs) highly express the IGF2 receptor IGF1R. Moreover, PQ401 treatment inhibits the suppressive function and recruitment of MDSCs, thereby promoting the anti-tumor activity of T cells. These results provide a potential therapeutic regimen for patients with IGF2-high CRC.
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Affiliation(s)
- Enjian Zhu
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China
| | - Ying Liu
- Department of Oncology, The Second Affiliated Hospital of Zunyi Medical University, Zunyi Medical University, Zun Yi, Gui Zhou, China
| | - Shuanglong Xie
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China; School of Basic Medical Sciences, Chongqing Medical University, Chongqing, 400016, China
| | - Junlei Hou
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China
| | - Xuezhi Yang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China; Department of Radiology, 964th Hospital of Chinese People's Liberation Army, Changchun, 130000, China
| | - Minhao Xu
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China
| | - Fei Yang
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China
| | - Zhaoxia Li
- Department of Oncology, PLA Rocket Force Characteristic Medical Center, Beijing, 100088, China.
| | - Bo Zhu
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China; Department of Oncology, The Second Affiliated Hospital of Zunyi Medical University, Zunyi Medical University, Zun Yi, Gui Zhou, China.
| | - Haoran Zha
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China; Department of Oncology, PLA Rocket Force Characteristic Medical Center, Beijing, 100088, China.
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5
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Strickler JH, Bekaii-Saab T, Cercek A, Heinemann V, Nakamura Y, Raghav K, Siena S, Tabernero J, Van Cutsem E, Yoshino T, Ramos J, Guan X, Andre T. MOUNTAINEER-03 phase III study design: first-line mFOLFOX6 + tucatinib + trastuzumab for HER2+ metastatic colorectal cancer. Future Oncol 2025; 21:303-311. [PMID: 39723627 DOI: 10.1080/14796694.2024.2441101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 12/09/2024] [Indexed: 12/28/2024] Open
Abstract
Patients diagnosed with metastatic colorectal cancer (mCRC) have a poor prognosis with survival ranging 2-3 years. The prevalence of human epidermal growth factor receptor 2 (HER2) amplification is approximately 3-4% in mCRC and increases up to 8% in patients with KRAS/NRAS/BRAF wild-type (WT) CRC tumors. Tucatinib is a highly selective HER2-directed tyrosine kinase inhibitor that, in combination with trastuzumab, has demonstrated clinically meaningful activity in patients with chemotherapy-refractory, HER2-positive (HER2+), RAS WT mCRC in the MOUNTAINEER trial. The MOUNTAINEER-03 phase III trial is designed to investigate the efficacy and safety of first-line tucatinib in combination with trastuzumab and modified FOLFOX6 (mFOLFOX6) versus standard of care (mFOLFOX6 plus bevacizumab or cetuximab) in patients with untreated HER2+, RAS WT locally advanced unresectable or mCRC. MOUNTAINEER-03 will include two arms of approximately 400 patients randomized 1:1 to either treatment arm. The primary endpoint is progression-free survival per RECIST v1.1 by blinded independent central review (BICR). Key secondary endpoints are overall survival and confirmed objective response rate (according to RECIST v1.1 per BICR). Safety assessments will include surveillance and recording of adverse events, physical examination findings, vital signs, cardiac assessments, Eastern Cooperative Oncology Group performance status, concomitant medications, and laboratory tests.Clinical trial registration: NCT05253651 (ClinicalTrials.gov).
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Affiliation(s)
- John H Strickler
- Division of Medical Oncology, Duke University Medical Center, Durham, NC, USA
| | - Tanios Bekaii-Saab
- Division of Hematology and Medical Oncology, Mayo Clinic, Phoenix, AZ, USA
| | - Andrea Cercek
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Volker Heinemann
- Department of Haematology and Oncology, LMU Klinikum, University of Munich, Comprehensive Cancer Center, Munich, Germany
| | - Yoshiaki Nakamura
- Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital Japan East, Kashiwa, Japan
| | - Kanwal Raghav
- Department of Gastrointestinal Medical Oncology,MD Anderson Cancer Center, Houston, TX,USA
| | - Salvatore Siena
- Department of Hematology and Oncology, Università degli Studi di Milano, and Grande Ospedale Metropolitano Niguard, Milan, Italy
- Niguarda Cancer Center, Università degli Studi di Milano, and Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | - Josep Tabernero
- Department of Medical Oncology, Vall D'Hebron University Hospital and Institute of Oncology (VHIO), Barcelona, Spain
| | - Eric Van Cutsem
- Department of Digestive Oncology, University Hospital Gasthuisberg and University of Leuven, Leuven, Belgium
| | - Takayuki Yoshino
- Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital Japan East, Kashiwa, Japan
| | - Jorge Ramos
- Oncology Research and Development, Pfizer Inc, Bothell, WA, USA
| | - Xuesong Guan
- Oncology Biostatistics, Pfizer Inc, Bothell, WA, USA
| | - Thierry Andre
- Department of Medical Oncology, Sorbonne Université et Hôpital Saint Antoine, Paris, France
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Ibrahim S, Umer Khan M, Khurram I, Rehman R, Rauf A, Ahmad Z, Aljohani ASM, Al Abdulmonem W, Quradha MM. Navigating PROTACs in Cancer Therapy: Advancements, Challenges, and Future Horizons. Food Sci Nutr 2025; 13:e70011. [PMID: 39898116 PMCID: PMC11786021 DOI: 10.1002/fsn3.70011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 01/02/2025] [Accepted: 01/07/2025] [Indexed: 02/04/2025] Open
Abstract
Proteolysis Targeting Chimeras (PROTACs) have revolutionized cancer therapy by offering a selective and innovative approach to degrade key oncogenic proteins associated with various malignancies. These hybrid molecules exploit the ubiquitin-proteasome system, facilitating the degradation of target proteins through an event-driven mechanism, thereby overcoming drug resistance and enhancing selectivity. With diverse targets including androgen receptors, BTK, estrogen receptors, BET proteins, and BRAF, PROTACs offer a versatile strategy for personalized cancer treatment. Advantages of PROTACs over traditional small molecule inhibitors include their ability to operate at lower concentrations, catalyzing the degradation of multiple proteins of interest with reduced cytotoxicity. Notably, PROTACs address challenges associated with traditionally "undruggable" targets, expanding the therapeutic landscape of cancer therapy. Ongoing preclinical and clinical studies highlight the transformative potential of PROTACs, with promising results in prostate, breast, lung, melanoma, and colorectal cancers. Despite their potential, challenges persist in optimizing physicochemical properties and enhancing bioavailability. Further research is needed to refine PROTAC design and address complexities in molecule development. Nevertheless, the development of oral androgen receptor PROTACs represents a significant milestone, demonstrating the feasibility and efficacy of this innovative therapeutic approach. This review provides a comprehensive overview of PROTACs in cancer therapy, emphasizing their mechanism of action, advantages, and challenges. As PROTAC research progresses, continued exploration in both preclinical and clinical settings will be crucial to unlocking their full therapeutic potential and shaping the future of personalized cancer treatment.
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Affiliation(s)
- Saooda Ibrahim
- Institute of Molecular Biology and BiotechnologyThe University of LahoreLahorePakistan
- Centre for Applied Molecular BiologyUniversity of the PunjabLahorePakistan
| | - Muhammad Umer Khan
- Institute of Molecular Biology and BiotechnologyThe University of LahoreLahorePakistan
| | - Iqra Khurram
- Institute of Molecular Biology and BiotechnologyThe University of LahoreLahorePakistan
- Centre for Applied Molecular BiologyUniversity of the PunjabLahorePakistan
| | - Raima Rehman
- Institute of Molecular Biology and BiotechnologyThe University of LahoreLahorePakistan
| | - Abdur Rauf
- Department of ChemistryUniversity of SwabiSwabiKhyber PakhtunkhwaPakistan
| | - Zubair Ahmad
- Department of ChemistryUniversity of SwabiSwabiKhyber PakhtunkhwaPakistan
| | - Abdullah S. M. Aljohani
- Department of Medical BiosciencesCollege of Veterinary Medicine, Qassim UniversityBuraydahSaudi Arabia
| | - Waleed Al Abdulmonem
- Department of PathologyCollege of Medicine, Qassim UniversityBuraydahSaudi Arabia
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7
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Paul CD, Yankaskas C, Shahi Thakuri P, Balhouse B, Salen S, Bullock A, Beam S, Chatman A, Djikeng S, Yang XJ, Wong G, Dey I, Holmes S, Dockey A, Bailey-Steinitz L, Zheng L, Li W, Chandra V, Nguyen J, Sharp J, Willems E, Kennedy M, Dallas MR, Kuninger D. Long-term maintenance of patient-specific characteristics in tumoroids from six cancer indications. Sci Rep 2025; 15:3933. [PMID: 39890889 PMCID: PMC11785764 DOI: 10.1038/s41598-025-86979-9] [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: 06/13/2024] [Accepted: 01/15/2025] [Indexed: 02/03/2025] Open
Abstract
Tumoroids, sometimes referred to as cancer organoids, are patient-derived cancer cells grown as 3D, self-organized multicellular structures that maintain key characteristics (e.g., genotype, gene expression levels) of the tumor from which they originated. These models have emerged as valuable tools for studying tumor biology, cytotoxicity, and response of patient-derived cells to cancer therapies. However, the establishment and maintenance of tumoroids has historically been challenging, labor intensive, and highly variable from lab to lab, hindering their widespread use. Here, we characterize the establishment and/or expansion of colorectal, lung, head and neck, breast, pancreas, and endometrial tumoroids using the standardized, serum-free Gibco OncoPro Tumoroid Culture Medium. Newly derived tumoroid lines (n = 20) were analyzed by targeted genomic profiling and RNA sequencing and were representative of tumor tissue samples. Tumoroid lines were stable for over 250 days in culture and freeze-thaw competent. Previously established tumoroid lines were also transitioned to OncoPro medium and exhibited, on average, similar growth rates and conserved donor-specific characteristics when compared to original media systems. Additionally, OncoPro medium was compatible with both embedded culture in extracellular matrix and growth in a suspension format for facile culture and scale up. An example application of these models for assessing the cytotoxicity of a natural killer cell line and primary natural killer cells over time and at various doses demonstrated the compatibility of these models with assays used in compound and cell therapy development. We anticipate that the standardization and versatility of this approach will have important benefits for basic cancer research, drug discovery, and personalized medicine and help make tumoroid models more accessible to the cancer research community.
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Affiliation(s)
| | | | | | | | | | | | - Sylvia Beam
- Thermo Fisher Scientific, Frederick, MD, USA
| | | | | | | | | | - Isha Dey
- Thermo Fisher Scientific, Bengaluru, Karnataka, India
| | | | | | | | - Lina Zheng
- Thermo Fisher Scientific, Carlsbad, CA, USA
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8
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Feng H, Yang Y, Chen H, Zhang Z, Zeng J, Huang Y, Yang X, Yang L, Du J, Cao Z. Jiedu Xiaozheng Yin extract targets cancer stem cells by Wnt signaling pathway in colorectal cancer. JOURNAL OF ETHNOPHARMACOLOGY 2025; 337:118710. [PMID: 39197803 DOI: 10.1016/j.jep.2024.118710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 08/01/2024] [Accepted: 08/17/2024] [Indexed: 09/01/2024]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE The clinical application of the traditional Chinese medicinal formula Jiedu Xiaozheng Yin (JXY) for gastrointestinal tumors, particularly colorectal cancer (CRC), is well-established, yet the precise biological mechanism underlying its efficacy in CRC treatment remains elusive. AIMS OF THE STUDY This study endeavors to unravel the intricate mechanism through which JXY modulates colorectal cancer stem cells, thus elucidating the pathways by which it exerts its potent anti-tumor effects. MATERIALS AND METHODS In this study, the regulatory impact of JXY on the signaling pathway and function of CRC cells was analyzed through Network pharmacology. The ethyl acetate extract of JXY was detected the major compounds using HPLC and then treated the HCT-116 cells for RNA-Sequencing (RNA-Seq). Protein expression and stemness of HCT-15 and HCT-116 cells following JXY extract treatment were assessed using Western blot analysis and matrigel spheroid assays. Additionally, the β-catenin transcriptional activity was evaluated using a TOPflash reporter assay with or without Lithium chloride (LiCl) stimulation. Patient-derived organoids of CRC (CRC PDOs) were cultured using a stemness maintenance medium, and their viability was measured using ATP assays after treatment of JXY extract. Furthermore, the anti-tumor efficacy of JXY extract was assessed using a xenograft mice model derived from HCT-15 cells. RESULTS Network pharmacology emphasized the influence of JXY on cancer stem cells and the Wnt signaling pathway. HPLC analysis confirmed that the JXY extract contained the three most prevalent pharmaceutical compounds among the four herbs documented in the Chinese Pharmacopoeia (rosmarinic acid, quercetin, and kaempferol). RNA-Seq results further elucidated the effect of JXY extract, particularly targeting cancer stem cells and the Wnt signaling pathway. Furthermore, JXY extract inhibited spheroid formation in CRC cells and downregulated CRC CSC markers (CD133, DCLK1, and C-MYC). Additionally, JXY extract suppressed the β-catenin expression and transcriptional activity as well as the Wnt pathway target proteins, including C-MYC and Cyclin D1. Consistent with findings from cell lines, JXY extract suppressed the growth of CRC PDOs exhibiting stemness characteristics. And JXY extract demonstrated a significant inhibitory effect on tumor growth, C-MYC, and β-catenin protein levels in xenograft tumors. CONCLUSIONS These results highlight the novel function of JXY extract in targeting CRC CSCs by regulating Wnt signaling pathway, underscoring its potential as a therapeutic agent for treating CRC.
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Affiliation(s)
- Hailan Feng
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Yuping Yang
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Hong Chen
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Zhuqing Zhang
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Jianwei Zeng
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Yunmei Huang
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
| | - Xiaoting Yang
- Talent Research Institute, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China.
| | - Liu Yang
- School of Nursing, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China.
| | - Jian Du
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China.
| | - Zhiyun Cao
- Academy of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Fujian Key Laboratory of Integrative Medicine in Geriatrics, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China; Key Laboratory of Integrative Medicine, Fujian Province University, Fuzhou, 350122, China.
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9
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Grady WM. Are Non-invasive Multi-cancer Early Cancer Detection Tests the Future? Dig Dis Sci 2025:10.1007/s10620-024-08839-2. [PMID: 39885052 DOI: 10.1007/s10620-024-08839-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2024] [Accepted: 12/27/2024] [Indexed: 02/01/2025]
Abstract
Current cancer screening methods are effective for detecting early stage cancers and even preventing some cancers, but their effectiveness has only been demonstrated for a handful of cancers, and for many cancers, there are no screening tests clinically available. In addition, the majority of the screening methods are not ideal, resulting in suboptimal compliance and the occurrence of preventable cancers. A screening test that is convenient, safe, accurate and that can screen for multiple cancers is an ideal screening test that would address many of the shortcomings of the current tests. Multi-cancer detection tests (MCD) have the potential to meet these challenges and have engendered substantial enthusiasm in light of this. Using advances in DNA sequencing technology, cancer epigenetics and artificial intelligence, they are able to detect a large number of cancers predominantly via the patterns of methylated DNA alterations, DNA sequence alterations, and DNA fragment patterns of cell free DNA in the plasma and can accurately distinguish the cancer site of origin. Of note, some of the tests also combine circulating free DNA (cfDNA) with protein-based markers. However, for the majority of early stage cancers, the sensitivity is modest and below that of most of the current standard of care cancer screening tests. Furthermore, the clinical utility of screening for many of the cancers detectable by MCD tests remains to be proven. Here we describe the features of MCD tests, review the current data supporting their potential to be used in the clinic for cancer screening, and discuss the knowledge gaps surrounding understanding their clinical utility, with a focus on GI cancer screening.
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Affiliation(s)
- William M Grady
- Gastroenterology, University of Washington School of Medicine, Seattle, USA.
- Translational Science and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- Public Health Sciences Division, Fred Hutchinson Cancer Center, 1100 Fairview Ave N., D4-110, Seattle, WA, 98109, USA.
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10
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Coelho D, Estêvão D, Oliveira MJ, Sarmento B. Radioresistance in rectal cancer: can nanoparticles turn the tide? Mol Cancer 2025; 24:35. [PMID: 39885557 PMCID: PMC11784129 DOI: 10.1186/s12943-025-02232-x] [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: 12/22/2024] [Accepted: 01/14/2025] [Indexed: 02/01/2025] Open
Abstract
Rectal cancer accounts for over 35% of the worldwide colorectal cancer burden representing a distinctive subset of cancers from those arising in the colon. Colorectal cancers exhibit a continuum of traits that differ with their location in the large intestine. Due to anatomical and molecular differences, rectal cancer is treated differently from colon cancer, with neoadjuvant chemoradiotherapy playing a pivotal role in the control of the locally advanced disease. However, radioresistance remains a major obstacle often correlated with poor prognosis. Multifunctional nanomedicines offer a promising approach to improve radiotherapy response rates, as well as to increase the intratumoral concentration of chemotherapeutic agents, such as 5-Fluorouracil. Here, we revise the main molecular differences between rectal and colon tumors, exploring the complex orchestration beyond rectal cancer radioresistance and the most promising nanomedicines reported in the literature to improve neoadjuvant therapy response rates.
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Affiliation(s)
- Diogo Coelho
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- INEB - Instituto de Engenharia Biomédica, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- IUCS - Instituto Universitário de Ciências da Saúde, CESPU, Rua Central de Gandra 1317, Gandra, 4585-116, Portugal
| | - Diogo Estêvão
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- INEB - Instituto de Engenharia Biomédica, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- Laboratory of Experimental Cancer Research, Department of Human Structure and Repair, Cancer Research Institute, Ghent University, Ghent, Belgium
- ICBAS - Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Rua Jorge Viterbo Ferreira, Porto, 4200-319, Portugal
| | - Maria José Oliveira
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- INEB - Instituto de Engenharia Biomédica, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal
- ICBAS - Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Rua Jorge Viterbo Ferreira, Porto, 4200-319, Portugal
| | - Bruno Sarmento
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal.
- INEB - Instituto de Engenharia Biomédica, Universidade Do Porto, Rua Alfredo Allen 208, Porto, 4200‑135, Portugal.
- IUCS - Instituto Universitário de Ciências da Saúde, CESPU, Rua Central de Gandra 1317, Gandra, 4585-116, Portugal.
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11
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Vlachavas EI, Voutetakis K, Kosmidou V, Tsikalakis S, Roditis S, Pateas K, Kim R, Pagel K, Wolf S, Warsow G, Dimitrakopoulou-Strauss A, Zografos GN, Pintzas A, Betge J, Papadodima O, Wiemann S. Molecular and functional profiling unravels targetable vulnerabilities in colorectal cancer. Mol Oncol 2025. [PMID: 39876058 DOI: 10.1002/1878-0261.13814] [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: 06/26/2024] [Revised: 11/11/2024] [Accepted: 01/20/2025] [Indexed: 01/30/2025] Open
Abstract
Colorectal cancer (CRC) patients with microsatellite-stable (MSS) tumors are mostly treated with chemotherapy. Clinical benefits of targeted therapies depend on mutational states and tumor location. Many tumors carry mutations in KRAS proto-oncogene, GTPase (KRAS) or B-Raf proto-oncogene, serine/threonine kinase (BRAF), rendering them more resistant to therapies. We performed whole-exome sequencing and RNA-Sequencing of 28 tumors of the Athens Comprehensive Cancer Center CRC cohort, and molecularly characterized CRC patients based on their microsatellite instability (MSI) status, single-nucleotide variations (SNVs)/copy number alterations (CNAs), and pathway/transcription factor activities at the individual patient level. Variants were classified using a computational score for integrative cancer variant annotation and prioritization. Complementing this with public multi-omics datasets, we identified activation of transforming growth factor beta (TGFβ) signaling to be more strongly activated in MSS patients, whereas Janus kinase (JAK)-signal transducer and activator of transcription (STAT) and mitogen-activated protein kinase (MAPK) molecular cascades were activated specifically in MSI tumors. We unraveled mechanisms consistently perturbed in the transcriptional and mutational circuits and identified Runt-related transcription factors (RUNX transcription factors) as putative biomarkers in CRC, given their role in the regulation of pathways involved in tumor progression and immune evasion. Assessing the immunogenicity of CRC tumors in the context of RAS/RAF mutations and MSI/MSS status revealed a critical impact that KRAS mutations have on immunogenicity, particularly in the MSS patient subgroup, with implications for diagnosis and treatment.
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Affiliation(s)
| | | | - Vivian Kosmidou
- Institute of Chemical Biology, National Hellenic Research Foundation, Athens, Greece
| | - Spyridon Tsikalakis
- Division of Molecular Genome Analysis, German Cancer Research Center, Heidelberg, Germany
| | - Spyridon Roditis
- 3rd Surgical Department G.Gennimatas Hospital, Athens, Greece
- Surgical Department, University Hospital of North Midlands, Stoke-on-Trent, UK
| | | | | | | | - Stephan Wolf
- High-Throughput Sequencing Core Facility, German Cancer Research Center, Heidelberg, Germany
| | - Gregor Warsow
- Omics IT and Data Management Core Facility, German Cancer Research Center, Heidelberg, Germany
| | | | | | - Alexander Pintzas
- Institute of Chemical Biology, National Hellenic Research Foundation, Athens, Greece
| | - Johannes Betge
- Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Germany
- DKFZ-Hector Cancer Institute at University Medical Center Mannheim, Germany
| | - Olga Papadodima
- Institute of Chemical Biology, National Hellenic Research Foundation, Athens, Greece
| | - Stefan Wiemann
- Division of Molecular Genome Analysis, German Cancer Research Center, Heidelberg, Germany
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12
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Hu GS, Zheng ZZ, He YH, Wang DC, Nie R, Liu W. Integrated analysis of proteome and transcriptome profiling reveals pan-cancer-associated pathways and molecular biomarkers. Mol Cell Proteomics 2025:100919. [PMID: 39884577 DOI: 10.1016/j.mcpro.2025.100919] [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: 06/12/2024] [Revised: 01/02/2025] [Accepted: 01/24/2025] [Indexed: 02/01/2025] Open
Abstract
Understanding dysregulated genes and pathways in cancer is critical for precision oncology. Integrating mass spectrometry-based proteomic data with transcriptomic data presents unique opportunities for systematic analyses of dysregulated genes and pathways in pan-cancer. Here, we compiled a comprehensive set of datasets, encompassing proteomic data from 2,404 samples and transcriptomic data from 7,752 samples across 13 cancer types. Comparisons between normal or adjacent normal tissues (ANTs) and tumor tissues identified several dysregulated pathways including mRNA splicing, interferon pathway, fatty acid metabolism, and complement coagulation cascade in pan-cancer. Additionally, pan-cancer up- and down-regulated genes (PCUGs and PCDGs) were also identified. Notably, RRM2 and ADH1B, two genes belong to PCUGs and PCDGs, respectively, were identified as robust pan-cancer diagnostic biomarkers. TNM stage-based comparisons revealed dysregulated genes and biological pathways involved in cancer progression, among which the dysregulation of complement coagulation cascade and epithelial-mesenchymal transition are frequent in multiple types of cancers. A group of pan-cancer continuously up- and down-regulated proteins in different tumor stages (PCCUPs and PCCDPs) were identified. We further constructed prognostic risk stratification models for corresponding cancer types based on dysregulated genes, which effectively predict the prognosis for patients with these cancers. Drug prediction based on PCUPs and PCDPs as well as PCCUPs and PCCDPs revealed that small molecule inhibitors targeting CDK, HDAC, MEK, JAK, PI3K, and others might be effective treatments for pan-cancer, thereby supporting drug repurposing. We also developed web tools for cancer diagnosis, pathologic stage assessment, and risk evaluation. Overall, this study highlights the power of combining proteomic and transcriptomic data to identify valuable diagnostic and prognostic markers as well as drug targets and treatments for cancer.
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Affiliation(s)
- Guo-Sheng Hu
- Biomedical Research Center of South China, College of Life Sciences, Fujian Normal University, Fuzhou, 350117, China; State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China
| | - Zao-Zao Zheng
- State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China
| | - Yao-Hui He
- State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; MOE Key Lab of Rare Pediatric Diseases, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China
| | - Du-Chuang Wang
- State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China
| | - Ruichao Nie
- State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; National Institute for Data Science in Health and Medicine, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China
| | - Wen Liu
- State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; Xiang An Biomedicine Laboratory, School of Pharmaceutical Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China; National Institute for Data Science in Health and Medicine, Xiamen University, Xiang'an South Road, Xiamen, Fujian 361102, China.
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13
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Queen KJ, Barrett M, Millstein J. Super Partition: fast, flexible, and interpretable large-scale data reduction in R. PeerJ 2025; 13:e18580. [PMID: 39886016 PMCID: PMC11781262 DOI: 10.7717/peerj.18580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 11/04/2024] [Indexed: 02/01/2025] Open
Abstract
Motivation As data sets increase in size and complexity with advancing technology, flexible and interpretable data reduction methods that quantify information preservation become increasingly important. Results Super Partition is a large-scale approximation of the original Partition data reduction algorithm that allows the user to flexibly specify the minimum amount of information captured for each input feature. In an initial step, Genie, a fast, hierarchical clustering algorithm, forms a super-partition, thereby increasing the computational tractability by allowing Partition to be applied to the subsets. Applications to high dimensional data sets show scalability to hundreds of thousands of features with reasonable computation times. Availability and implementation Super Partition is a new function within the partition R package, available on the CRAN repository (https://cran.r-project.org/web/packages/partition/index.html).
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Affiliation(s)
- Katelyn J. Queen
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, California, United States
| | - Malcolm Barrett
- Department of Health Policy, Stanford University, Stanford, California, United States
| | - Joshua Millstein
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, California, United States
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14
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Schulze M, Wang X, Hamad J, Quintanilha JCF, Pasquina LW, Hopkins JF, Scheuenpflug J, Feng Z. Real-world genomic landscape of colon and rectal cancer. FEBS Open Bio 2025. [PMID: 39865537 DOI: 10.1002/2211-5463.13957] [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: 03/19/2024] [Revised: 11/15/2024] [Accepted: 12/10/2024] [Indexed: 01/28/2025] Open
Abstract
MAPK signaling activation is an important driver event in colorectal cancer (CRC) tumorigenesis that informs therapy selection, but detection by liquid biopsy can be challenging. We analyze real-world comprehensive genomic profiling (CGP) data to explore the landscape of alterations in BRAF or RAS in CRC patients (N = 51 982) and co-occurrence with other biomarkers. A pathogenic RAS or BRAF alteration was found in 63.2% and 57.9% of colon and rectal cancer samples, respectively. In a subset of 140 patients with both tissue- and liquid-based CGP, the sensitivity of liquid for results found by tissue was 100% when ctDNA tumor fraction was at least 1%, illustrating the utility of tissue and liquid biopsy in detecting driver alterations in CRC.
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Affiliation(s)
- Markus Schulze
- Clinical Measurement Sciences, Global Research & Development, Merck KGaA, Darmstadt, Germany
| | - XiaoZhe Wang
- Clinical Measurement Sciences, Global Research & Development, EMD Serono, Billerica, MA, USA
| | - Jawad Hamad
- Medical Unit Oncology, Merck Healthcare KGaA, Darmstadt, Germany
| | | | | | | | - Juergen Scheuenpflug
- Clinical Measurement Sciences, Global Research & Development, Merck KGaA, Darmstadt, Germany
| | - Zheng Feng
- Clinical Measurement Sciences, Global Research & Development, EMD Serono, Billerica, MA, USA
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15
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Pellon-Cardenas O, Rout P, Hassan S, Fokas E, Ping H, Patel I, Patel J, Plotsker O, Wu A, Kumar R, Akther M, Logerfo A, Wu S, Wagner DE, Boffelli D, Walton KD, Manieri E, Tong K, Spence JR, Bessman NJ, Shivdasani RA, Verzi MP. Dynamic Reprogramming of Stromal Pdgfra-expressing cells during WNT-Mediated Transformation of the Intestinal Epithelium. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.22.634326. [PMID: 39896606 PMCID: PMC11785226 DOI: 10.1101/2025.01.22.634326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Stromal fibroblasts regulate critical signaling gradients along the intestinal crypt-villus axis 1 and provide a niche that supports adjacent epithelial stem cells. Here we report that Pdgfra -expressing fibroblasts secrete ligands that promote a regenerative-like state in the intestinal mucosa during early WNT-mediated tumorigenesis. Using a mouse model of WNT-driven oncogenesis and single-cell RNA sequencing (RNA-seq) of mesenchyme cell populations, we revealed a dynamic reprogramming of Pdgfra + fibroblasts that facilitates WNT-mediated tissue transformation. Functional assays of potential mediators of cell-to-cell communication between these fibroblasts and the oncogenic epithelium revealed that TGFB signaling is notably induced in Pdgfra + fibroblasts in the presence of oncogenic epithelium, and TGFB was essential to sustain regenerative-like growth of organoids ex vivo . Genetic reduction of Cdx2 in the β-catenin mutant epithelium elevated the fetal-like/regenerative transcriptome and accelerated WNT-dependent onset of oncogenic transformation of the tissue in vivo . These results demonstrate that Pdgfra + fibroblasts are activated during WNT-driven oncogenesis to promote a regenerative state in the epithelium that precedes and facilitates formation of tumors.
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16
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Matsubara J, Li YF, Koul S, Mukohyama J, Valencia Salazar LE, Isobe T, Qian D, Clarke MF, Sahoo D, Altman RB, Dalerba P. The E2F4 transcriptional repressor is a key mechanistic regulator of colon cancer resistance to irinotecan (CPT-11). BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.22.633435. [PMID: 39896677 PMCID: PMC11785039 DOI: 10.1101/2025.01.22.633435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Background. Colorectal carcinomas (CRCs) are seldom eradicated by cytotoxic chemotherapy. Cancer cells with stem-like functional properties, often referred to as "cancer stem cells" (CSCs), display preferential resistance to several anti-tumor agents used in cancer chemotherapy, but the molecular mechanisms underpinning their selective survival remain only partially understood. Methods. In this study, we used Transcription Factor Target Genes (TFTG) enrichment analysis to identify transcriptional regulators (activators or repressors) that undergo preferential activation by chemotherapy in CRC cells with a "bottom-of-the-crypt" phenotype (EPCAM + /CD44 + /CD166 + ; CSC-enriched) as compared to CRC cells with a "top-of-the-crypt" phenotype (EPCAM + /CD44 neg /CD166 neg ; CSC-depleted). The two cell populations were purified in parallel by fluorescence-activated cell sorting (FACS) from a patient-derived xenograft (PDX) line representative of a moderately differentiated human CRC, following in vivo chemotherapy with irinotecan (CPT-11). The transcriptional regulators identified as differentially activated were tested for differential expression in normal vs. cancer tissues, and in cell populations enriched in stem/progenitor cell-types as compared to differentiated lineages (goblet cells, enterocytes) in the mouse colon epithelium. Finally, the top candidate was tested for mechanistic contribution to drug-resistance by selective down-regulation using short-hairpin RNAs (shRNAs). Results. Our analysis identified E2F4 and TFDP1, two core components of the DREAM transcriptional repression complex, as transcriptional modulators preferentially activated by irinotecan in EPCAM + /CD44 + /CD166 + as compared to EPCAM + /CD44 neg /CD166 neg cancer cells. The expression levels of both genes ( E2F4 , TFDP1 ) were found up-regulated in CRCs as compared to human normal colon tissues, and in a sub-population of mouse colon epithelial cells enriched in stem/progenitor elements (Epcam + /Cd44 + /Cd66a low /Kit neg ) as compared to other sub-populations enriched in either goblet cells (Epcam + /Cd44 + /Cd66a low /Kit + ) or enterocytes (Epcam + /Cd44 neg /Cd66a high ). Most importantly, E2F4 down-regulation using shRNAs dramatically enhanced the sensitivity of human CRCs to in vivo treatment with irinotecan , across three independent PDX models. Conclusions. Our data identified E2F4 and the DREAM repressor complex as critical regulators of human CRC resistance to irinotecan , and as candidate targets for the development of chemo-sensitizing agents.
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17
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Li F, Zhou Y, Lin X, Zhang Y, Hu Q, Zhao E, Li H, Pan X, Shu F, Zhang K, Huang C, Tang N, Liao W. A novel USP4 inhibitor that suppresses colorectal cancer stemness by promoting β-catenin and Twist1 degradation. J Transl Med 2025; 23:114. [PMID: 39856683 PMCID: PMC11762077 DOI: 10.1186/s12967-024-06001-0] [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: 09/17/2024] [Accepted: 12/13/2024] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND The high mortality rate of metastatic colorectal cancer (CRC) is primarily attributed to resistance to chemotherapy, where cancer stem cells (CSCs) play a crucial role. Deubiquitinating enzymes are essential regulators of CSC maintenance, making them potential targets for eliminating CSCs and overcoming chemotherapy resistance. This study aims to identify key deubiquitinating enzymes regulating CSCs and drug resistance of CRC. METHODS RNA sequencing was performed to examine the mRNA expression of known deubiquitinating enzymes in CRC tissues from patients with alternate response to chemotherapy. Gain- and loss-of-function experiments were performed to evaluate the function of USP4 in regulation of stemness and drug sensitivity in CRC. High-throughput virtual screening and target management assays were conducted to identify small molecule inhibitor targeting USP4. Cell lines, organoids and animal models were used to evaluate the function of USP4 and its small molecule inhibitor in stemness and chemotherapy response. RESULTS The expression of USP4 was significantly elevated in CRC samples from progressive disease (PD) or stable disease (SD) patients compared to partial response (PR) specimen. USP4 promoted stemness by stabilizing the β-catenin and Twist1 proteins in CRC cells. A natural small molecule product U4-I05 diminished the stem-like features of CSCs and enhanced their sensitivity to oxaliplatin and 5-fluorouracil by targeting inhibition of its deubiquitinating enzyme activity through binding the catalytic domain of USP4 (311 cysteine site) at nanomolar concentrations, triggering proteasome-mediated degradation of β-catenin and Twist1. Treatment with U4-I05 also inhibited tumor metastasis and extended survival in a genetically engineered CRC mouse model. CONCLUSIONS This study identifies U4-I05 as a USP4 inhibitor with significant therapeutic efficacy against CRC, offering a promising avenue for the development of new treatments targeting cancer stemness and chemotherapy resistance.
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Affiliation(s)
- Fengtian Li
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- School of Biosciences and Technology, Chengdu Medical College, Chengdu, Sichuan, China
- The Second Affiliated Hospital of Chengdu Medical College, National Nuclear Corporation 416 Hospital, Chengdu, 610051, China
| | - Yi Zhou
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Xinyue Lin
- School of Biosciences and Technology, Chengdu Medical College, Chengdu, Sichuan, China
- The Second Affiliated Hospital of Chengdu Medical College, National Nuclear Corporation 416 Hospital, Chengdu, 610051, China
| | - Yaxin Zhang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Qingyong Hu
- School of Basic Medical Sciences and Forensic Medicine, North Sichuan Medical College, Nanchong, 637000, Sichuan, China
| | - Enen Zhao
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Huali Li
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Xingyan Pan
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Feng Shu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Kun Zhang
- School of Biosciences and Technology, Chengdu Medical College, Chengdu, Sichuan, China
- The Second Affiliated Hospital of Chengdu Medical College, National Nuclear Corporation 416 Hospital, Chengdu, 610051, China
| | - Chengmei Huang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China.
| | - Na Tang
- Department of Pathology, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, 518020, Guangdong, China.
| | - Wenting Liao
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China.
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18
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Heo Y, Kim WJ, Cho YJ, Jung JW, Kim NS, Choi IY. Advances in cancer genomics and precision oncology. Genes Genomics 2025:10.1007/s13258-024-01614-7. [PMID: 39849190 DOI: 10.1007/s13258-024-01614-7] [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: 11/07/2024] [Accepted: 12/27/2024] [Indexed: 01/25/2025]
Abstract
BACKGROUND Next-generation sequencing has revolutionized genome science over the last two decades. Indeed, the wealth of sequence information on our genome has deepened our understanding on cancer. Cancer is a genetic disease caused by genetic or epigenetic alternations that affect the expression of genes that control cell functions, particularly cell growth and division. Utilization of next-generation sequencing in cancer gene panels has enabled the identification of actionable gene alterations in cancer patients to guide personalized precision medicine. OBJECTIVE The aim is to provide information that can identify actionable gene alterations, enabling personalized precision medicine for cancer patients. RESULTS & DISCUSSION Equipped with next-generation sequencing techniques, international collaboration programs on cancer genomics have identified numerous mutations, gene fusions, microsatellite variations, copy number variations, and epigenetics changes that promote the transformation of normal cells into tumors. Cancer classification has traditionally been based on cell type or tissue-of-origin and the morphological characteristics of the cancer. However, interactive genomic analyses have currently reclassified cancers based on systemic molecular-based taxonomy. Although all cancer-causing genes and mechanisms have yet to be completely understood or identified, personalized or precision medicine is now currently possible for some forms of cancer. Unlike the "one-size-fits-all" approach of traditional medicine, precision medicine allows for customized or personalized treatment based on genomic information. CONCLUSION Despite the availability of numerous cancer gene panels, technological innovation in genomics and expansion of knowledge on the cancer genome will allow precision oncology to manage even more types of cancers.
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Affiliation(s)
- Yonjong Heo
- Department of Internal Medicine, Kangwon National University School of Medicine, Chuncheon, 24341, Gangwon, Republic of Korea
| | - Woo-Jin Kim
- Department of Internal Medicine, Kangwon National University School of Medicine, Chuncheon, 24341, Gangwon, Republic of Korea
| | - Yong-Joon Cho
- Department of Molecular Bioscience, Kangwon National University, Chuncheon, 24341, Republic of Korea
- Multidimensional Genomics Research Center, Kangwon National University, Chuncheon, 24341, Republic of Korea
| | - Jae-Won Jung
- Genetic Sciences Group, Thermo Fisher Scientific Solutions Korea Co., Ltd., Seoul, 06349, Republic of Korea
| | - Nam-Soo Kim
- Department of Molecular Bioscience, Kangwon National University, Chuncheon, 24341, Republic of Korea.
- NBIT Co., Ltd., Chuncheon, 24341, Republic of Korea.
| | - Ik-Young Choi
- Department of Smart Farm and Agricultural Industry, Kangwon National University, Chuncheon, 24341, Republic of Korea.
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19
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Yonezawa A, Shimomura K, Okamoto K, Takeda H. Inhibition of BRD4 attenuated IFNγ-induced apoptosis in colorectal cancer organoids. BMC Cancer 2025; 25:136. [PMID: 39849410 PMCID: PMC11759431 DOI: 10.1186/s12885-025-13544-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 01/16/2025] [Indexed: 01/30/2025] Open
Abstract
BACKGROUND This study aimed to analyze the functional role of Brd4 in colorectal cancer (CRC) organoids. Brd4 was identified as a CRC-related gene by our previous Sleeping Beauty mutagenesis transposon screening in mice. Brd4 is a transcriptional regulator that recognizes acetylated histones and is known to be involved in inflammatory responses. The role of Brd4 in CRC development remains largely unknown. METHODS We knocked out Brd4 in tumor organoids carrying mutations in Apc and Kras to generate Brd4KO organoids, and performed RNA-seq. The response of Brd4KO organoids to IFNγ was analyzed via a cell viability assay, an apoptosis assay, and RNAseq. The results were validated by pharmacological inhibition experiments with JQ1 in human CRC organoids. RESULTS In Brd4KO organoids, the IFNγ signaling genes Il33 and Myc target genes were downregulated. The addition of IFNγ to the colon organoids induced apoptosis, but IFNγ-induced apoptosis was attenuated in the Brd4KO organoids compared with the control organoids (two-sided t-test, P < 0.05). Similar results were obtained from pharmacological inhibition with JQ1 in human CRC organoids; IL33 expression was decreased, and IFNγ-induced apoptosis was attenuated in the presence of JQ1. CONCLUSIONS Our results showed that the inhibition of Brd4 suppressed IFNγ-induced cytotoxicity by modulating the Jak-Stat pathway. These data suggested that the inhibition of Brd4 could increase cell viability in the cancer microenvironment where IFNγ is abundant, revealing a new aspect of the molecular mechanism of CRC development. Our results may help in evaluating the application of Bet inhibitors in treating CRC. Additionally, our RNA-seq data sets will be helpful for clarifying the relationship between Brd4 and immunomodulators, such as Il33, or for studying the responses of colonic epithelial cells to IFNγ.
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Affiliation(s)
- Akimi Yonezawa
- Laboratory of Molecular Genetics, National Cancer Center Research Institute, Tokyo, Japan
| | - Kana Shimomura
- Laboratory of Molecular Genetics, National Cancer Center Research Institute, Tokyo, Japan
| | - Koji Okamoto
- Advanced Comprehensive Research Organization, Teikyo University, Tokyo, Japan
| | - Haruna Takeda
- Laboratory of Molecular Genetics, National Cancer Center Research Institute, Tokyo, Japan.
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20
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Li JS, Riggins K, Yang L, Chen C, Castro P, Alfarkh W, Zarrin-Khameh N, Scheurer ME, Creighton CJ, Musher B, Li W, Shen L. DNA methylation profiling at base-pair resolution reveals unique epigenetic features of early-onset colorectal cancer in underrepresented populations. Clin Epigenetics 2025; 17:11. [PMID: 39844333 PMCID: PMC11753045 DOI: 10.1186/s13148-025-01817-z] [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: 07/13/2024] [Accepted: 01/10/2025] [Indexed: 01/24/2025] Open
Abstract
BACKGROUND The incidence of early-onset colorectal cancer (EOCRC) has been rising at an alarming rate in the USA, and EOCRC disproportionately affects racial/ethnic minorities. Here, we construct comprehensive profiles of EOCRC DNA methylomes at base-pair resolution for a cohort of Hispanic and African American patients. RESULTS We show the epigenetic landscape of these EOCRC patients differs from that of late-onset colorectal cancer patients, and methylation canyons in EOCRC tumor tissue preferentially overlapped genes in cancer-related pathways. Furthermore, we identify epigenetic alterations in metabolic genes that are specific to our racial/ethnic minority EOCRC cohort but not Caucasian patients from TCGA. Top genes differentially methylated between these cohorts included the obesity-protective MFAP2 gene as well as cancer risk susceptibility genes APOL3 and RNASEL. CONCLUSIONS In this study, we provide to the scientific community high-resolution DNA methylomes for a cohort of EOCRC patients from underrepresented populations. Our exploratory findings in this cohort highlight epigenetic mechanisms underlying the pathogenesis of EOCRC and nominate novel biomarkers for EOCRC in underrepresented populations.
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Affiliation(s)
- Jason Sheng Li
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, CA, 92697, USA
| | - Karen Riggins
- Department of Medicine, Hematology and Oncology, Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Li Yang
- Department of Pediatrics, USDA Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Chaorong Chen
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, CA, 92697, USA
| | - Patricia Castro
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Wedad Alfarkh
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Neda Zarrin-Khameh
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, 77030, USA
- Department of Pathology, Ben Taub Hospital, 1504 Taub Loop, Houston, TX, 77030, USA
| | - Michael E Scheurer
- Department of Pediatrics, Center for Epidemiology and Population Health, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Chad J Creighton
- Department of Medicine and Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Benjamin Musher
- Department of Medicine, Gastrointestinal Medical Oncology, Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, 77030, USA.
| | - Wei Li
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, CA, 92697, USA.
| | - Lanlan Shen
- Department of Pediatrics, USDA Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX, 77030, USA.
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21
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Li W, Sun J, Sun R, Wei Y, Zheng J, Zhu Y, Guo T. Integral-Omics: Serial Extraction and Profiling of Metabolome, Lipidome, Genome, Transcriptome, Whole Proteome and Phosphoproteome Using Biopsy Tissue. Anal Chem 2025; 97:1190-1198. [PMID: 39772508 DOI: 10.1021/acs.analchem.4c04421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2025]
Abstract
The integrative multiomics characterization of minute amounts of clinical tissue specimens has become increasingly important. Here, we present an approach called Integral-Omics, which enables sequential extraction of metabolites, lipids, genomic DNA, total RNA, proteins, and phosphopeptides from a single biopsy-level tissue specimen. We benchmarked this method with various samples, applied the workflow to perform multiomics profiling of tissues from six patients with colorectal cancer, and found that tumor tissues exhibited suppressed ferroptosis pathways at multiomics levels. Together, this study presents a methodology that enables sequential extraction and profiling of metabolomics, lipidomics, genomics, transcriptomics, proteomics, and phosphoproteomics using biopsy tissue specimens.
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Affiliation(s)
- Wei Li
- Affiliated Hangzhou First People's Hospital, State Key Laboratory of Medical Proteomics, School of Medicine, Westlake University, Hangzhou, Zhejiang Province 310006, China
- Westlake Center for Intelligent Proteomics, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang Province 310024, China
- Research Center for Industries of the Future, School of Life Sciences, Westlake University, Hangzhou, Zhejiang Province 310030, China
| | - Jing Sun
- Department of General Surgery, Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Rui Sun
- Affiliated Hangzhou First People's Hospital, State Key Laboratory of Medical Proteomics, School of Medicine, Westlake University, Hangzhou, Zhejiang Province 310006, China
- Westlake Center for Intelligent Proteomics, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang Province 310024, China
- Research Center for Industries of the Future, School of Life Sciences, Westlake University, Hangzhou, Zhejiang Province 310030, China
| | - Yujuan Wei
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- Shanghai Key Laboratory of Reproductive Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Junke Zheng
- Hongqiao International Institute of Medicine, Shanghai Tongren Hospital, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
- Shanghai Key Laboratory of Reproductive Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Yi Zhu
- Westlake Center for Intelligent Proteomics, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang Province 310024, China
| | - Tiannan Guo
- Affiliated Hangzhou First People's Hospital, State Key Laboratory of Medical Proteomics, School of Medicine, Westlake University, Hangzhou, Zhejiang Province 310006, China
- Westlake Center for Intelligent Proteomics, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang Province 310024, China
- Research Center for Industries of the Future, School of Life Sciences, Westlake University, Hangzhou, Zhejiang Province 310030, China
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22
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Chikaishi Y, Matsuoka H, Sugihara E, Takeda M, Sumitomo M, Yamada S, Inaguma G, Omura Y, Cheong Y, Kobayashi Y, Nakauchi M, Hiro J, Masumori K, Otsuka K, Nishihara H, Suda K, Saya H, Takimoto T. Mutation Analysis of TMB-High Colorectal Cancer: Insights Into Molecular Pathways and Clinical Implications. Cancer Sci 2025. [PMID: 39822019 DOI: 10.1111/cas.16455] [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: 09/19/2024] [Revised: 01/06/2025] [Accepted: 01/09/2025] [Indexed: 01/19/2025] Open
Abstract
Colorectal cancer (CRC) is well characterized in terms of genetic mutations and the mechanisms by which they contribute to carcinogenesis. Mutations in APC, TP53, and KRAS are common in CRC, indicating key roles for these genes in tumor development and progression. However, for certain tumors with low frequencies of these mutations that are defined by tumor location and molecular phenotypes, a carcinogenic mechanism dependent on BRAF mutations has been proposed. We here analyzed targeted sequence data linked to clinical information for CRC, focusing on tumors with a high tumor mutation burden (TMB) in order to identify the characteristics of associated mutations, their relations to clinical features, and the mechanisms of carcinogenesis in tumors lacking the major driver oncogenes. Analysis of overall mutation frequencies confirmed that APC, TP53, and KRAS mutations were the most prevalent in our cohort. Compared with other tumors, TMB-high tumors were more frequent on the right side of the colon, had lower KRAS and higher BRAF mutation frequencies as well as a higher microsatellite instability (MSI) score, and showed a greater contribution of a mutational signature associated with MSI. Ranking of variant allele frequencies to identify genes that play a role early in carcinogenesis suggested that mutations in genes related to the DNA damage response (such as ATM and POLE) and to MSI (such as MSH2 and MSH6) may precede BRAF mutations associated with activation of the serrated pathway in TMB-high tumors. Our results thus indicate that TMB-high tumors suggest that mutations of genes related to mismatch repair and the DNA damage response may contribute to activation of the serrated pathway in CRC.
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Affiliation(s)
- Yuko Chikaishi
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Hiroshi Matsuoka
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Eiji Sugihara
- Research Promotion Headquarters, Open Facility Center, Fujita Health University, Toyoake, Japan
- Oncology Innovation Center, Fujita Health University, Toyoake, Aichi, Japan
| | - Mayu Takeda
- Faculty of Health and Medical Sciences, Aichi Syukutoku University, Nagakute, Aichi, Japan
| | - Makoto Sumitomo
- Oncology Innovation Center, Fujita Health University, Toyoake, Aichi, Japan
| | - Seiji Yamada
- Oncology Innovation Center, Fujita Health University, Toyoake, Aichi, Japan
| | - Gaku Inaguma
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Yusuke Omura
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Yeongcheol Cheong
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Yosuke Kobayashi
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Masaya Nakauchi
- Department of Advanced Robotic and Endoscopic Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Junichiro Hiro
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Koji Masumori
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Koki Otsuka
- Department of Advanced Robotic and Endoscopic Surgery, Fujita Health University, Toyoake, Aichi, Japan
| | - Hiroshi Nishihara
- Center for Cancer Genomics, Keio University School of Medicine, Tokyo, Japan
| | - Koichi Suda
- Department of Surgery, Fujita Health University, Toyoake, Aichi, Japan
- Collaborative Laboratory for Research and Development in Advanced Surgical Intelligence, Fujita Health University, Toyoake, Aichi, Japan
| | - Hideyuki Saya
- Oncology Innovation Center, Fujita Health University, Toyoake, Aichi, Japan
| | - Tetsuya Takimoto
- Oncology Innovation Center, Fujita Health University, Toyoake, Aichi, Japan
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23
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Li Y, Cheng Z, Li S, Zhang J. Immunotherapy in colorectal cancer: Statuses and strategies. Heliyon 2025; 11:e41354. [PMID: 39811287 PMCID: PMC11731577 DOI: 10.1016/j.heliyon.2024.e41354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 12/10/2024] [Accepted: 12/18/2024] [Indexed: 01/16/2025] Open
Abstract
Colorectal cancer (CRC) is widely recognized as the third most prevalent malignancy globally and the second leading cause of cancer-related mortality. Traditional treatment modalities for CRC, including surgery, chemotherapy, and radiotherapy, can be utilized either individually or in combination. However, these treatments frequently result in significant side effects due to their non-specificity and cytotoxicity affecting all cells. Moreover, a considerable number of patients face relapses following these treatments. Consequently, it is imperative to explore more efficacious treatment interventions for CRC patients. Immunotherapy, an emerging frontier in oncology, represents a novel therapeutic approach that leverages the body's immune system to target cancer cells. The principal advantage of immunotherapy is its capacity to selectively target cancer cells while minimizing damage to healthy cells. Its recent adoption as a neoadjuvant therapy presents significant potential to transform the treatment landscape for both primary resectable and metastatic CRC. This review endeavors to offer a comprehensive overview of current strategies in CRC immunotherapy, critically analyze existing literature, underscore anticipated outcomes from ongoing clinical trials, and deliberate on the challenges and impediments encountered within the field of immunotherapy.
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Affiliation(s)
- Yuan Li
- Shanghai Key Laboratory of Compound Chinese Medicines, The MOE Key Laboratory for Standardization of Chinese Medicines, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China
| | - Zewei Cheng
- Shanghai Key Laboratory of Compound Chinese Medicines, The MOE Key Laboratory for Standardization of Chinese Medicines, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China
| | - Shengli Li
- Precision Research Center for Refractory Diseases and Shanghai Key Laboratory of Pancreatic Diseases, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201620, China
| | - Jiwei Zhang
- Shanghai Key Laboratory of Compound Chinese Medicines, The MOE Key Laboratory for Standardization of Chinese Medicines, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China
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24
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Zhan T, Betge J, Schulte N, Dreikhausen L, Hirth M, Li M, Weidner P, Leipertz A, Teufel A, Ebert MP. Digestive cancers: mechanisms, therapeutics and management. Signal Transduct Target Ther 2025; 10:24. [PMID: 39809756 PMCID: PMC11733248 DOI: 10.1038/s41392-024-02097-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2024] [Revised: 10/20/2024] [Accepted: 11/29/2024] [Indexed: 01/16/2025] Open
Abstract
Cancers of the digestive system are major contributors to global cancer-associated morbidity and mortality, accounting for 35% of annual cases of cancer deaths. The etiologies, molecular features, and therapeutic management of these cancer entities are highly heterogeneous and complex. Over the last decade, genomic and functional studies have provided unprecedented insights into the biology of digestive cancers, identifying genetic drivers of tumor progression and key interaction points of tumor cells with the immune system. This knowledge is continuously translated into novel treatment concepts and targets, which are dynamically reshaping the therapeutic landscape of these tumors. In this review, we provide a concise overview of the etiology and molecular pathology of the six most common cancers of the digestive system, including esophageal, gastric, biliary tract, pancreatic, hepatocellular, and colorectal cancers. We comprehensively describe the current stage-dependent pharmacological management of these malignancies, including chemo-, targeted, and immunotherapy. For each cancer entity, we provide an overview of recent therapeutic advancements and research progress. Finally, we describe how novel insights into tumor heterogeneity and immune evasion deepen our understanding of therapy resistance and provide an outlook on innovative therapeutic strategies that will shape the future management of digestive cancers, including CAR-T cell therapy, novel antibody-drug conjugates and targeted therapies.
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Affiliation(s)
- Tianzuo Zhan
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- DKFZ Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany
- Mannheim Cancer Center, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Johannes Betge
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- DKFZ Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany
- Mannheim Cancer Center, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Nadine Schulte
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Mannheim Cancer Center, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Lena Dreikhausen
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Michael Hirth
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Moying Li
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Philip Weidner
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Antonia Leipertz
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Andreas Teufel
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Matthias P Ebert
- Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- DKFZ Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany.
- Mannheim Cancer Center, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, Heidelberg, Germany.
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25
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van de Weerd S, Torang A, van den Berg I, Lammers V, van den Bergh S, Brouwer N, Nagtegaal ID, Koopman M, Vink GR, van der Baan FH, van Krieken H, Koster J, Ijzermans JN, Roodhart JML, Medema JP. Benefit of adjuvant chemotherapy on recurrence free survival per consensus molecular subtype in stage III colon cancer. Int J Cancer 2025; 156:456-466. [PMID: 39115332 DOI: 10.1002/ijc.35120] [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: 03/28/2024] [Revised: 06/25/2024] [Accepted: 07/09/2024] [Indexed: 11/21/2024]
Abstract
The consensus molecular subtype (CMS) classification divides colon tumors into four subtypes holding promise as a predictive biomarker. However, the effect of adjuvant chemotherapy on recurrence free survival (RFS) per CMS in stage III patients remains inadequately explored. With this intention, we selected stage III colon cancer (CC) patients from the MATCH cohort (n = 575) and RadboudUMC (n = 276) diagnosed between 2005 and 2018. Patients treated with and without adjuvant chemotherapy were matched based on tumor location, T- and N-stage (n = 522). Tumor material was available for 464 patients, with successful RNA extraction and CMS subtyping achieved in 390 patients (surgery alone group: 192, adjuvant chemotherapy group: 198). In the overall cohort, CMS4 was associated with poorest prognosis (HR 1.55; p = .03). Multivariate analysis revealed favorable RFS for the adjuvant chemotherapy group in CMS1, CMS2, and CMS4 tumors (HR 0.19; p = .01, HR 0.27; p < .01, HR 0.19; p < .01, respectively), while no significant difference between treatment groups was observed within CMS3 (HR 0.68; p = .51). CMS subtyping in this non-randomized cohort identified patients with poor prognosis and patients who may not benefit significantly from adjuvant chemotherapy.
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Affiliation(s)
- Simone van de Weerd
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Arezo Torang
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Inge van den Berg
- Department of Surgery, Erasmus MC, University Medical center Rotterdam, Rotterdam, The Netherlands
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Veerle Lammers
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Saskia van den Bergh
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Nelleke Brouwer
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Iris D Nagtegaal
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Miriam Koopman
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Geraldine R Vink
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Frederieke H van der Baan
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Han van Krieken
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jan Koster
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
| | - Jan N Ijzermans
- Department of Surgery, Erasmus MC, University Medical center Rotterdam, Rotterdam, The Netherlands
| | - Jeanine M L Roodhart
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jan Paul Medema
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
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26
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Yeo MR, Voutsadakis IA. Characteristics, Treatment and Outcomes of Stage I to III Colorectal Cancer in Patients Aged over 80 Years Old. Cancers (Basel) 2025; 17:247. [PMID: 39858029 PMCID: PMC11763545 DOI: 10.3390/cancers17020247] [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: 11/20/2024] [Revised: 12/26/2024] [Accepted: 01/13/2025] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND Colorectal cancer primarily affects older adults and poses treatment challenges due to age-related comorbidities and frailty, which hinder surgical and chemotherapy options for many elderly patients. This study aims to analyze treatment and disease patterns in elderly colorectal cancer patients, aged over 80 years old, to inform personalized therapies that accommodate their unique clinical needs and improve their outcomes. PATIENTS AND METHODS The medical records of all patients aged 80 years old and above, and those aged 65 to 75 years old, who were diagnosed with colorectal cancer at a cancer center in Canada over a seven year period, were retrospectively reviewed. RESULTS No significant differences in the initial presentation, location, grade or stage at colorectal cancer diagnosis were observed between age groups. Patients aged 80 years old and above were less likely to receive neoadjuvant and adjuvant chemotherapy treatments for stage II disease (19.2% versus. 58.6%, p = 0.002; 7.9% versus. 40.0%, p = 0.002). There were also differences in the intensity of chemotherapy received and the frequency of dose reductions (76.0% vs. 10.0%, p = 0.0001), neoadjuvant and adjuvant radiation therapy (34.6% vs. 65.5%, p = 0.02) and surgical management (83.7% vs. 95.3%, p = 0.006). Despite these differences in treatments, recurrence rates were not statistically significant between the two groups. However, overall survival was reduced in the older age group. CONCLUSIONS Treatment plans for patients aged 80 years old and above should be tailored to the patient's colorectal cancer presentation, comorbidity status and life expectancy, weighing the impact of cancer treatments on the patient's short- and long-term outcomes.
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Affiliation(s)
- Melissa R. Yeo
- Northern Ontario School of Medicine, Sudbury, ON P3E 2C6, Canada;
| | - Ioannis A. Voutsadakis
- Algoma District Cancer Program, Sault Area Hospital, Sault Ste. Marie, ON P6B 0A8, Canada
- Section of Internal Medicine, Division of Clinical Sciences, Northern Ontario School of Medicine, Sudbury, ON P3E 2C6, Canada
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27
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Acha-Sagredo A, Andrei P, Clayton K, Taggart E, Antoniotti C, Woodman CA, Afrache H, Fourny C, Armero M, Moinudeen HK, Green M, Bhardwaj N, Mikolajczak A, Rodriguez-Lopez M, Crawford M, Connick E, Lim S, Hobson P, Linares J, Ignatova E, Pelka D, Smyth EC, Diamantis N, Sosnowska D, Carullo M, Ciraci P, Bergamo F, Intini R, Nye E, Barral P, Mishto M, Arnold JN, Lonardi S, Cremolini C, Fontana E, Rodriguez-Justo M, Ciccarelli FD. A constitutive interferon-high immunophenotype defines response to immunotherapy in colorectal cancer. Cancer Cell 2025:S1535-6108(24)00483-5. [PMID: 39824178 DOI: 10.1016/j.ccell.2024.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 10/21/2024] [Accepted: 12/19/2024] [Indexed: 01/20/2025]
Abstract
Fewer than 50% of metastatic deficient mismatch repair (dMMR) colorectal cancer (CRC) patients respond to immune checkpoint inhibition (ICI). Identifying and expanding this patient population remains a pressing clinical need. Here, we report that an interferon-high immunophenotype locally enriched in cytotoxic lymphocytes and antigen-presenting macrophages is required for response. This immunophenotype is not exclusive to dMMR CRCs but comprises a subset of MMR proficient (pMMR) CRCs. Single-cell spatial analysis and in vitro cell co-cultures indicate that interferon-producing cytotoxic T cells induce overexpression of antigen presentation in adjacent macrophages and tumor cells, including MHC class II invariant chain CD74. dMMR CRCs expressing high levels of CD74 respond to ICI and a subset of CD74 high pMMR CRC patients show better progression free survival when treated with ICI. Therefore, CD74 abundance can identify the constitutive interferon-high immunophenotype determining clinical benefit in CRC, independently of tumor mutational burden or MMR status.
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Affiliation(s)
- Amelia Acha-Sagredo
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK
| | - Pietro Andrei
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK
| | - Kalum Clayton
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK
| | - Emma Taggart
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK
| | - Carlotta Antoniotti
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Chloé A Woodman
- School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Hassnae Afrache
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London SE1 1UL, UK; Molecular Immunology Laboratory, Francis Crick Institute, London NW1 1AT, UK
| | - Constance Fourny
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London SE1 1UL, UK; Molecular Immunology Laboratory, Francis Crick Institute, London NW1 1AT, UK
| | - Maria Armero
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK
| | - Hafsa Kaja Moinudeen
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK
| | - Mary Green
- Experimental Histopathology, The Francis Crick Institute, London NW1 1AT, UK
| | - Nisha Bhardwaj
- Experimental Histopathology, The Francis Crick Institute, London NW1 1AT, UK
| | - Anna Mikolajczak
- Experimental Histopathology, The Francis Crick Institute, London NW1 1AT, UK
| | | | - Marg Crawford
- Advanced Sequencing Facility, The Francis Crick Institute, London NW1 1AT, UK
| | - Emma Connick
- Advanced Sequencing Facility, The Francis Crick Institute, London NW1 1AT, UK
| | - Steven Lim
- Flow Cytometry Facility, The Francis Crick Institute, London NW1 1AT, UK
| | - Philip Hobson
- Flow Cytometry Facility, The Francis Crick Institute, London NW1 1AT, UK
| | - Josep Linares
- Department of Histopathology, University College London Cancer Institute, London, UK
| | | | - Diana Pelka
- Drug Development Unit, Sarah Cannon Research Institute UK, London, UK
| | - Elizabeth C Smyth
- Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford OX3 7LE, UK
| | - Nikolaos Diamantis
- Department of Medical Oncology, Royal Free London NHS Foundation Trust, London WC1E 6BT, UK
| | - Dominika Sosnowska
- School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Martina Carullo
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Paolo Ciraci
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Francesca Bergamo
- Oncology Unit 1, Department of Oncology Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Rossana Intini
- Oncology Unit 1, Department of Oncology Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Emma Nye
- Experimental Histopathology, The Francis Crick Institute, London NW1 1AT, UK
| | - Patricia Barral
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London SE1 1UL, UK; Immune Responses to Lipids Laboratory, The Francis Crick Institute, London NW1 1AT, UK
| | - Michele Mishto
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London SE1 1UL, UK; Molecular Immunology Laboratory, Francis Crick Institute, London NW1 1AT, UK
| | - James N Arnold
- School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Sara Lonardi
- Oncology Unit 1, Department of Oncology Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Chiara Cremolini
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Elisa Fontana
- Drug Development Unit, Sarah Cannon Research Institute UK, London, UK
| | | | - Francesca D Ciccarelli
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; Centre for Cancer Evolution, Bart's Cancer Institute, Queen Mary University London, London EC1M 6AU, UK.
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28
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Kobayashi H, Iida T, Ochiai Y, Malagola E, Zhi X, White RA, Qian J, Wu F, Waterbury QT, Tu R, Zheng B, LaBella JS, Zamechek LB, Ogura A, Woods SL, Worthley DL, Enomoto A, Wang TC. Neuro-Mesenchymal Interaction Mediated by a β2-Adrenergic Nerve Growth Factor Feedforward Loop Promotes Colorectal Cancer Progression. Cancer Discov 2025; 15:202-226. [PMID: 39137067 PMCID: PMC11729495 DOI: 10.1158/2159-8290.cd-24-0287] [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: 02/29/2024] [Revised: 06/25/2024] [Accepted: 08/09/2024] [Indexed: 08/15/2024]
Abstract
SIGNIFICANCE Our work demonstrates that the bidirectional interplay between sympathetic nerves and NGF-expressing CAFs drives colorectal tumorigenesis. This study also offers novel mechanistic insights into catecholamine action in colorectal cancer. Inhibiting the neuro-mesenchymal interaction by TRK blockade could be a potential strategy for treating colorectal cancer.
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Affiliation(s)
- Hiroki Kobayashi
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Tadashi Iida
- Department of Pathology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
- Department of Gastroenterology and Hepatology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
| | - Yosuke Ochiai
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
- Division of Surgical Oncology, Department of Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
| | - Ermanno Malagola
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Xiaofei Zhi
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Ruth A. White
- Division of Hematology and Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Jin Qian
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Feijing Wu
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Quin T. Waterbury
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Ruhong Tu
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Biyun Zheng
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Jonathan S. LaBella
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Leah B. Zamechek
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
| | - Atsushi Ogura
- Division of Surgical Oncology, Department of Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
| | - Susan L. Woods
- Adelaide Medical School, University of Adelaide, Adelaide, SA, 5000, Australia
- South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia
| | - Daniel L. Worthley
- South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia
- Colonoscopy Clinic, Lutwyche, QLD, 4030, Australia
| | - Atsushi Enomoto
- Department of Pathology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
- Division of Molecular Pathology, Center for Neurological Disease and Cancer, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
| | - Timothy C. Wang
- Division of Digestive and Liver Diseases, Department of Medicine and Irving Cancer Research Center, Columbia University Medical Center, New York, NY, 10032, USA
- Columbia University Digestive and Liver Disease Research Center, New York, NY 10032, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, 10032, USA
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29
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Koning H, Lai J, Marshall A, Stroeher E, Monahan G, Pullakhandam A, Knott G, Ryan T, Fox A, Whitten A, Lee M, Bond C. Structural plasticity of the coiled-coil interactions in human SFPQ. Nucleic Acids Res 2025; 53:gkae1198. [PMID: 39698821 PMCID: PMC11754644 DOI: 10.1093/nar/gkae1198] [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: 05/22/2024] [Revised: 10/10/2024] [Accepted: 11/19/2024] [Indexed: 12/20/2024] Open
Abstract
The proteins SFPQ (splicing Factor Proline/Glutamine rich) and NONO (non-POU domain-containing octamer-binding protein) are mammalian members of the Drosophila Behaviour/Human Splicing (DBHS) protein family, which share 76% sequence identity in their conserved 320 amino acid DBHS domain. SFPQ and NONO are involved in all steps of post-transcriptional regulation and are primarily located in mammalian paraspeckles: liquid phase-separated, ribonucleoprotein sub-nuclear bodies templated by NEAT1 long non-coding RNA. A combination of structured and low-complexity regions provide polyvalent interaction interfaces that facilitate homo- and heterodimerisation, polymerisation, interactions with oligonucleotides, mRNA, long non-coding RNA, and liquid phase-separation, all of which have been implicated in cellular homeostasis and neurological diseases including neuroblastoma. The strength and competition of these interaction modes define the ability of DBHS proteins to dissociate from paraspeckles to fulfil functional roles throughout the nucleus or the cytoplasm. In this study, we define and dissect the coiled-coil interactions which promote the polymerisation of DBHS proteins, using a crystal structure of an SFPQ/NONO heterodimer which reveals a flexible coiled-coil interaction interface which differs from previous studies. We support this through extensive solution small-angle X-ray scattering experiments using a panel of SFPQ/NONO heterodimer variants which are capable of tetramerisation to varying extents. The QM mutant displayed a negligible amount of tetramerisation (quadruple loss of function coiled-coil mutant L535A/L539A/L546A/M549A), the Charged Single Alpha Helix (ΔCSAH) variant displayed a dimer-tetramer equilibrium interaction, and the disulfide-forming variant displayed constitutive tetramerisation (R542C which mimics the pathological Drosophila nonAdiss allele). We demonstrate that newly characterised coiled-coil interfaces play a role in the polymerisation of DBHS proteins in addition to the previously described canonical coiled-coil interface. The detail of these interactions provides insight into a process critical for the assembly of paraspeckles as well as the behaviour of SFPQ as a transcription factor, and general multipurpose auxiliary protein with functions essential to mammalian life. Our understanding of the coiled coil behaviour of SFPQ also enhances the explanatory power of mutations (often disease-associated) observed in the DBHS family, potentially allowing for the development of future medical options such as targeted gene therapy.
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Affiliation(s)
- Heidar J Koning
- School of Molecular Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
| | - Jia Y Lai
- School of Molecular Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
| | - Andrew C Marshall
- School of Molecular Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
| | - Elke Stroeher
- WA Proteomics Facility, School of Molecular Sciences, University of Western Australia, Perth, WA 6009, Australia
| | - Gavin Monahan
- Harry Perkins Institute of Medical Research, 6 Verdun Street, Nedlands WA 6009, Australia
| | - Anuradha Pullakhandam
- School of Molecular Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
| | - Gavin J Knott
- Monash Biomedicine Discovery Institute, Department of Biochemistry & Molecular Biology, Monash University, Clayton, Victoria 3800, Australia
| | - Timothy M Ryan
- Australian Synchrotron, 800 Blackburn Road, Clayton, VIC 3168, Australia
| | - Archa H Fox
- School of Human Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
| | - Andrew Whitten
- ANSTONew Illawarra Rd, Lucas Heights, NSW 2234, Australia
| | - Mihwa Lee
- School of Chemistry and Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Charles S Bond
- School of Molecular Sciences, The University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia
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30
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Li J, Wang C, Yang C, Bao H, Li N, Huang X, Gong W, Hong X, Yin JC, Pang J, Gan M, Yuan D. Identification of clinicopathological-specific driver gene and genetic subtyping of colorectal cancer. Cancer Sci 2025. [PMID: 39797621 DOI: 10.1111/cas.16432] [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: 08/26/2024] [Revised: 11/18/2024] [Accepted: 11/30/2024] [Indexed: 01/13/2025] Open
Abstract
This study analyzed targeted sequencing data from 6530 tissue samples from patients with metastatic Chinese colorectal cancer (CRC) to identify low mutation frequency and subgroup-specific driver genes, using three algorithms for overall CRC as well as across different clinicopathological subgroups. We analyzed 425 cancer-related genes, identifying 101 potential driver genes, including 36 novel to CRC. Notably, some genes demonstrated subgroup specificity; for instance, ERBB4 was found as a male-specific driver gene and mutations of ERBB4 only influenced the prognosis of male patients with CRC. This sex disparity of ERBB4 was validated in an independent large-scale Memorial Sloan Kettering Cancer Center CRC cohort with 2444 samples. Furthermore, using network-based stratification based on protein-protein interaction, we classified the microsatellite stable (MSS) and unstable (MSI) CRCs into six and three major subtypes, respectively, each showing unique phenotypes and prognoses. In MSS CRC, cluster 5 (APCAMER1-KRAS) and cluster 2 (RNF43-BRAF-PIK3CA) were predominant, and cluster 5 showed a superior overall survival compared with cluster 2. This extensive heterogeneity in driver gene mutations underscores the complexity of CRC and suggests significant implications for treatment and prognostic assessments.
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Affiliation(s)
- Jianjiong Li
- Department of Colorectal and Anal Surgery, Ningbo No. 2 Hospital, Ningbo, China
| | - Chunnian Wang
- Department of Pathology, Ningbo Diagnostic Pathology Center, Ningbo, China
| | - Changshun Yang
- Department of Surgical Oncology, Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
| | - Hua Bao
- Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Ningyou Li
- Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Xianqiang Huang
- Department of Surgery, Quanzhou Guangqian Hospital, Quanzhou, China
| | - Wei Gong
- Department of Radiation Oncology, Quanzhou Guangqian Hospital, Quanzhou, China
| | - Xinyue Hong
- Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Jiani C Yin
- Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Jiaohui Pang
- Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Meifu Gan
- Department of Pathology, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Wenzhou, China
| | - Danping Yuan
- Department of colorectal surgery, The First Affiliated Hospital of Ningbo University, Ningbo, China
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31
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Huffman BM, Rahma OE, Tyan K, Li YY, Giobbie-Hurder A, Schlechter BL, Bockorny B, Manos MP, Cherniack AD, Baginska J, Mariño-Enríquez A, Kao KZ, Maloney AK, Ferro A, Kelland S, Ng K, Singh H, Welsh EL, Pfaff KL, Giannakis M, Rodig SJ, Hodi FS, Cleary JM. A Phase I Trial of Trebananib, an Angiopoietin 1 and 2 Neutralizing Peptibody, Combined with Pembrolizumab in Patients with Advanced Ovarian and Colorectal Cancer. Cancer Immunol Res 2025; 13:9-22. [PMID: 39348472 DOI: 10.1158/2326-6066.cir-23-1027] [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: 12/12/2023] [Revised: 04/08/2024] [Accepted: 09/25/2024] [Indexed: 10/02/2024]
Abstract
Ovarian cancers and microsatellite stable (MSS) colorectal cancers are insensitive to anti-programmed cell death 1 (PD-1) immunotherapy, and new immunotherapeutic approaches are needed. Preclinical data suggest a relationship between immunotherapy resistance and elevated angiopoietin 2 levels. We performed a phase I dose escalation study of pembrolizumab and the angiopoietin 1/2 inhibitor trebananib (NCT03239145). This multicenter trial enrolled patients with metastatic ovarian cancer or MSS colorectal cancer. Trebananib was administered intravenously weekly for 12 weeks with 200 mg intravenous pembrolizumab every 3 weeks. The toxicity profile of this combination was manageable, and the protocol-defined highest dose level (trebananib 30 mg/kg weekly plus pembrolizumab 200 mg every 3 weeks) was declared the maximum tolerated dose. The objective response rate for all patients was 7.3% (90% confidence interval, 2.5%-15.9%). Three patients with MSS colorectal cancer had durable responses for ≥3 years. One responding patient's colorectal cancer harbored a POLE mutation. The other two responding patients had left-sided colorectal cancers, with no baseline liver metastases, and genomic analysis revealed that they both had KRAS wild-type, ERBB2-amplified tumors. After development of acquired resistance, biopsy of one patient's KRAS wild-type ERBB2-amplified tumor showed a substantial decline in tumor-associated T cells and an increase in immunosuppressive intratumoral macrophages. Future studies are needed to carefully assess whether clinicogenomic features, such as lack of liver metastases, ERBB2 amplification, and left-sided tumors, can predict increased sensitivity to PD-1 immunotherapy combinations.
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Affiliation(s)
- Brandon M Huffman
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Osama E Rahma
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kevin Tyan
- Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Yvonne Y Li
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Anita Giobbie-Hurder
- Division of Biostatistics, Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Benjamin L Schlechter
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Bruno Bockorny
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Michael P Manos
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Andrew D Cherniack
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- The Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Joanna Baginska
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Adrián Mariño-Enríquez
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Katrina Z Kao
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Anna K Maloney
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Allison Ferro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Sarah Kelland
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kimmie Ng
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Harshabad Singh
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Emma L Welsh
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kathleen L Pfaff
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Marios Giannakis
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- The Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Scott J Rodig
- Harvard Medical School, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- ImmunoProfile, Brigham and Women's Hospital and Dana-Farber Cancer Institute, Boston, Massachusetts
| | - F Stephen Hodi
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - James M Cleary
- Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
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32
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Alshenaifi JY, Vetere G, Maddalena G, Yousef M, White MG, Shen JP, Vilar E, Parseghian C, Dasari A, Morris VK, Huey R, Overman MJ, Wolff R, Raghav KP, Willis J, Alfaro K, Futreal A, You YN, Kopetz S. Mutational and co-mutational landscape of early onset colorectal cancer. Biomarkers 2025:1-13. [PMID: 39761813 DOI: 10.1080/1354750x.2024.2447089] [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: 12/04/2024] [Accepted: 12/20/2024] [Indexed: 01/11/2025]
Abstract
INTRODUCTION Colorectal cancer (CRC) incidence and mortality before 50 have been rising alarmingly in the recent decades. METHODS Using a cohort of 10,000 patients, this study investigates the clinical, mutational, and co-mutational features of CRC in early-onset (EOCRC, < 50 years) compared to late-onset (LOCRC, ≥ 50 years). RESULTS EOCRC was associated with a higher prevalence of Asian and Hispanic patients, rectal or left-sided tumors (72% vs. 59%), and advanced-stage disease. Molecular analyses revealed differences in mutation patterns, with EOCRC having higher frequencies of TP53 (74% vs. 68%, p < 0.01) and SMAD4 (17% vs. 14%, p = 0.015), while BRAF (5% vs. 11%, p < 0.001) and NOTCH1 (2.7% vs. 4.1%, p = 0.01) mutations were more prevalent in LOCRC. Stratification by tumor site and MSI status highlighted significant location- and age-specific molecular differences, such as increased KRAS and CTNNB1 mutations in right-sided EOCRC and higher BRAF prevalence in MSI-H LOCRC (47% vs. 6.7%, p < 0.001). Additionally, co-occurrence analysis revealed unique mutational networks in EOCRC MSS, including significant co-occurrences of FBXW7 with NOTCH3, RB1, and PIK3R1. CONCLUSION This study highlights the significance of age-specific molecular profiling, offering insights into the unique biology of EOCRC and potential clinical applications.
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Affiliation(s)
- Jumanah Yousef Alshenaifi
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guglielmo Vetere
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Giulia Maddalena
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mahmoud Yousef
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael G White
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John Paul Shen
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Eduardo Vilar
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Christine Parseghian
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Arvind Dasari
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Van Karlyle Morris
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ryan Huey
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michael J Overman
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Robert Wolff
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Kanwal P Raghav
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jason Willis
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Kristin Alfaro
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Andy Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Y Nancy You
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Scott Kopetz
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Hrckulak D, Onhajzer J, Krausova M, Stastna M, Kriz V, Janeckova L, Korinek V. Development of a new flippase-dependent mouse model for red fluorescence-based isolation of KRAS G12D oncogene-expressing tumor cells. Transgenic Res 2025; 34:9. [PMID: 39786607 PMCID: PMC11717838 DOI: 10.1007/s11248-024-00429-2] [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: 07/29/2024] [Accepted: 10/10/2024] [Indexed: 01/12/2025]
Abstract
Proto-oncogene KRAS, GTPase (KRAS) is one of the most intensively studied oncogenes in cancer research. Although several mouse models allow for regulated expression of mutant KRAS, selective isolation and analysis of transforming or tumor cells that produce the KRAS oncogene remains a challenge. In our study, we present a knock-in model of oncogenic variant KRASG12D that enables the "activation" of KRASG12D expression together with production of red fluorescent protein tdTomato. Both proteins are expressed from the endogenous Kras locus after recombination of a transcriptional stop box in the genomic DNA by the enzyme flippase (Flp). We have demonstrated the functionality of the allele termed RedRas (abbreviated KrasRR) under in vitro conditions with mouse embryonic fibroblasts and organoids and in vivo in the lung and colon epithelium. After recombination with adenoviral vectors carrying the Flp gene, the KrasRR allele itself triggers formation of lung adenomas. In the colon epithelium, it causes the progression of adenomas that are triggered by the loss of tumor suppressor adenomatous polyposis coli (APC). Importantly, cells in which recombination has successfully occurred can be visualized and isolated using the fluorescence emitted by tdTomato. Furthermore, we show that KRASG12D production enables intestinal organoid growth independent of epidermal growth factor (EGF) signaling and that the KRASG12D function is effectively suppressed by specific inhibitor MRTX1133.
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Grants
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- 20-31322S Grantová Agentura České Republiky
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
- EXCELES, LX22NPO5102 Ministerstvo Školství, Mládeže a Tělovýchovy
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Affiliation(s)
- Dusan Hrckulak
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
| | - Jakub Onhajzer
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
| | - Michaela Krausova
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
- Institute of Pathology 1St Faculty of Medicine Charles University and General University Hospital, Prague, Czech Republic
| | - Monika Stastna
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
| | - Vitezslav Kriz
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
| | - Lucie Janeckova
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic
| | - Vladimir Korinek
- Laboratory of Cell and Developmental Biology, Institute of Molecular Genetics of the Czech Academy of Sciences, Videnska 1083, 142 20, Prague 4, Czech Republic.
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Bai W, Xu J, Gu W, Wang D, Cui Y, Rong W, Du X, Li X, Xia C, Gan Q, He G, Guo H, Deng J, Wu Y, Yen RWC, Yegnasubramanian S, Rothbart SB, Luo C, Wu L, Liu J, Baylin SB, Kong X. Defining ortholog-specific UHRF1 inhibition by STELLA for cancer therapy. Nat Commun 2025; 16:474. [PMID: 39774694 PMCID: PMC11707192 DOI: 10.1038/s41467-024-55481-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 12/11/2024] [Indexed: 01/11/2025] Open
Abstract
UHRF1 maintains DNA methylation by recruiting DNA methyltransferases to chromatin. In mouse, these dynamics are potently antagonized by a natural UHRF1 inhibitory protein STELLA, while the comparable effects of its human ortholog are insufficiently characterized, especially in cancer cells. Herein, we demonstrate that human STELLA (hSTELLA) is inadequate, while mouse STELLA (mSTELLA) is fully proficient in inhibiting the abnormal DNA methylation and oncogenic functions of UHRF1 in human cancer cells. Structural studies reveal a region of low sequence homology between these STELLA orthologs that allows mSTELLA but not hSTELLA to bind tightly and cooperatively to the essential histone-binding, linked tandem Tudor domain and plant homeodomain (TTD-PHD) of UHRF1, thus mediating ortholog-specific UHRF1 inhibition. For translating these findings to cancer therapy, we use a lipid nanoparticle (LNP)-mediated mRNA delivery approach in which the short mSTELLA, but not hSTELLA regions are required to reverse cancer-specific DNA hypermethylation and impair colorectal cancer tumorigenicity.
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Affiliation(s)
- Wenjing Bai
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jinxin Xu
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Wenbin Gu
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Danyang Wang
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Ying Cui
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, The Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Weidong Rong
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Xiaoan Du
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Xiaoxia Li
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Cuicui Xia
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Qingqing Gan
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Guantao He
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Huahui Guo
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Jinfeng Deng
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Yuqiong Wu
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Ray-Whay Chiu Yen
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, The Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Srinivasan Yegnasubramanian
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, The Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Scott B Rothbart
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, 49503, USA
| | - Cheng Luo
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, 201203, China
- School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Linping Wu
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jinsong Liu
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
| | - Stephen B Baylin
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, The Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA.
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, 49503, USA.
| | - Xiangqian Kong
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, CAS Key Laboratory of Regenerative Biology, China-New Zealand Joint Laboratory on Biomedicine and Health, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
- State Key Laboratory of Respiratory Disease, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
- Institute of Drug Discovery, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, The Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA.
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Unger M, Loeffler CML, Žigutytė L, Sainath S, Lenz T, Vibert J, Mock A, Fröhling S, Graham TA, Carrero ZI, Kather JN. Deep Learning for Biomarker Discovery in Cancer Genomes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.06.631471. [PMID: 39829845 PMCID: PMC11741323 DOI: 10.1101/2025.01.06.631471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
Background Genomic data is essential for clinical decision-making in precision oncology. Bioinformatic algorithms are widely used to analyze next-generation sequencing (NGS) data, but they face two major challenges. First, these pipelines are highly complex, involving multiple steps and the integration of various tools. Second, they generate features that are human-interpretable but often result in information loss by focusing only on predefined genetic properties. This limitation restricts the full potential of NGS data in biomarker extraction and slows the discovery of new biomarkers in precision oncology. Methods We propose an end-to-end deep learning (DL) approach for analyzing NGS data. Specifically, we developed a multiple instance learning DL framework that integrates somatic mutation sequences to predict two compound biomarkers: microsatellite instability (MSI) and homologous recombination deficiency (HRD). To achieve this, we utilized data from 3,184 cancer patients obtained from two public databases: The Cancer Genome Atlas (TCGA) and the Clinical Proteome Tumor Analysis Consortium (CPTAC). Results Our proposed deep learning method demonstrated high accuracy in identifying clinically relevant biomarkers. For predicting MSI status, the model achieved an accuracy of 0.98, a sensitivity of 0.95, and a specificity of 1.00 on an external validation cohort. For predicting HRD status, the model achieved an accuracy of 0.80, a sensitivity of 0.75, and a specificity of 0.86. Furthermore, the deep learning approach significantly outperformed traditional machine learning methods in both tasks (MSI accuracy, p-value = 5.11×10-18; HRD accuracy, p-value = 1.07×10-10). Using explainability techniques, we demonstrated that the model's predictions are based on biologically meaningful features, aligning with key DNA damage repair mutation signatures. Conclusion We demonstrate that deep learning can identify patterns in unfiltered somatic mutations without the need for manual feature extraction. This approach enhances the detection of actionable targets and paves the way for developing NGS-based biomarkers using minimally processed data.
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Affiliation(s)
- Michaela Unger
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
| | - Chiara M L Loeffler
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
- Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, University of Technology Dresden, Dresden, Germany
- National Center for Tumor Diseases Dresden (NCT/UCC), a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany
| | - Laura Žigutytė
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
| | - Srividhya Sainath
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
| | - Tim Lenz
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
| | - Julien Vibert
- Drug Development Department (DITEP), Gustave Roussy, Villejuif, France
| | - Andreas Mock
- Institute of Pathology, Ludwig-Maximilians-University München, Munich, Germany
- Division of Translational Medical Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and Heidelberg University Hospital, Heidelberg, Germany
| | - Stefan Fröhling
- Division of Translational Medical Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and Heidelberg University Hospital, Heidelberg, Germany
- German Cancer Consortium (DKTK), Core Center Heidelberg, Heidelberg, Germany
- Division of Translational Precision Medicine, Institute of Human Genetics, Heidelberg University, Heidelberg, Germany
| | - Trevor A Graham
- Centre for Evolution and Cancer, Institute of Cancer Research, London, UK
| | - Zunamys I Carrero
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health, University of Technology Dresden, Dresden, Germany
- Medical Department 1, University Hospital and Faculty of Medicine Carl Gustav Carus, University of Technology Dresden, Dresden, Germany
- National Center for Tumor Diseases Dresden (NCT/UCC), a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany
- Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany
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Devall MA, Eaton S, Hu G, Sun X, Jakum E, Venkatesh S, Powell SM, Yoshida C, Weisenberger DJ, Cooper GS, Willis J, Ebrahim S, Zoellner J, Casey G, Li L. Association between dietary fructose and human colon DNA methylation: implication for racial disparities in colorectal cancer risk using a cross-sectional study. Am J Clin Nutr 2025:S0002-9165(25)00005-X. [PMID: 39788295 DOI: 10.1016/j.ajcnut.2025.01.005] [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: 03/25/2024] [Revised: 12/28/2024] [Accepted: 01/06/2025] [Indexed: 01/12/2025] Open
Abstract
BACKGROUND An increasing body of evidence has linked fructose intake to colorectal cancer (CRC). African-American (AA) adults consume greater quantities of fructose and are more likely to develop right-side colon cancer than European American (EA) adults. OBJECTIVES We examined the hypothesis that fructose consumption leads to epigenomic and transcriptomic differences associated with CRC tumor biology. METHODS Deoxyribonucleic acid methylation data from this cross-sectional study was obtained using the Illumina Infinium MethylationEPIC kit (GSE151732). Right and left colon differentially methylated regions (DMRs) were identified using DMRcate through analysis of Food Frequency Questionnaire data on fructose consumption in normal colon biopsies (n = 79) of AA adults undergoing screening colonoscopy. Secondary analysis of CRC tumors was carried out using data derived from The Cancer Genome Atlas Colon Adenocarcinoma, GSE101764, and GSE193535. Right colon organoids derived from AA (n = 5) and EA (n = 5) adults were exposed to 4.4 mM of fructose for 72 h. Differentially expressed genes (DEGs) were identified using DESeq2. RESULTS We identified 4263 right colon fructose-associated DMRs [false-discovery rates (FDR) < 0.05]. In contrast, only 24 DMRs survived multiple testing corrections (FDR < 0.05) in matched, left colon. Almost 50% of right colon fructose-associated DMRs overlapped regions implicated in CRC in ≥1 of 3 data sets. Highly significant enrichment was also observed between genes corresponding to right colon fructose-associated DMRs and DEGs associated with fructose exposure in right colon organoids of AA individuals (P = 3.28E-30). Overlapping and significant enrichments for fatty acid metabolism, glycolysis, and cell proliferation pathways were also found. Cross-referencing genes within these pathways to DEGs in CRC tumors reveal potential roles for ankyrin repeat domain containing protein 23 and phosphofructokinase, platelet in fructose-mediated CRC risk for AA individuals. CONCLUSIONS Our data support that dietary fructose exerts a greater CRC risk-related effect in the right than left colon among AA adults, alluding to its potential role in contributing to racial disparities in CRC.
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Affiliation(s)
- Matthew A Devall
- Department of Family Medicine, University of Virginia, Charlottesville, VA, United States; University of Virginia Comprehensive Cancer Center, University of Virginia, Charlottesville, VA, United States
| | - Stephen Eaton
- Department of Family Medicine, University of Virginia, Charlottesville, VA, United States
| | - Gaizun Hu
- Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA, United States
| | - Xiangqing Sun
- Department of Family Medicine, University of Virginia, Charlottesville, VA, United States
| | - Ethan Jakum
- Department of Biology, University of Virginia, Charlottesville, VA, United States
| | - Samyukta Venkatesh
- Department of Family Medicine, University of Virginia, Charlottesville, VA, United States
| | - Steven M Powell
- Digestive Health Center, University of Virginia, Charlottesville, VA, United States
| | - Cynthia Yoshida
- Digestive Health Center, University of Virginia, Charlottesville, VA, United States
| | - Daniel J Weisenberger
- Department of Biochemistry and Molecular Medicine, University of Southern California, Los Angeles, CA, United States
| | - Gregory S Cooper
- Department of Medicine, Case Western Reserve University/University Hospitals Cleveland Medical Center, Cleveland, OH, United States
| | - Joseph Willis
- Department of Pathology, Case Western Reserve University/University Hospitals Cleveland Medical Center, Cleveland, OH, United States
| | - Seham Ebrahim
- Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA, United States
| | - Jamie Zoellner
- University of Virginia Comprehensive Cancer Center, University of Virginia, Charlottesville, VA, United States; Center for Public Health Genomics, University of Virginia, Charlottesville, VA, United States
| | - Graham Casey
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, United States; Department of Public Health Sciences, University of Virginia, Charlottesville, VA, United States
| | - Li Li
- Department of Family Medicine, University of Virginia, Charlottesville, VA, United States; University of Virginia Comprehensive Cancer Center, University of Virginia, Charlottesville, VA, United States.
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Torang A, Kirov AB, Lammers V, Cameron K, Wouters VM, Jackstadt RF, Lannagan TRM, de Jong JH, Koster J, Sansom O, Medema JP. Enterocyte-like differentiation defines metabolic gene signatures of CMS3 colorectal cancers and provides therapeutic vulnerability. Nat Commun 2025; 16:264. [PMID: 39747069 PMCID: PMC11696116 DOI: 10.1038/s41467-024-55574-3] [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: 04/13/2023] [Accepted: 12/13/2024] [Indexed: 01/04/2025] Open
Abstract
Colorectal cancer (CRC) is stratified into four consensus molecular subtypes (CMS1-4). CMS3 represents the metabolic subtype, but its wiring remains largely undefined. To identify the underlying tumorigenesis of CMS3, organoids derived from 16 genetically engineered mouse models are analyzed. Upon in vitro Cre-recombinase activation, transformation is established and transcriptional profiling reveals that distinct CMSs (CMS2-4) are modeled with different organoids. CMS3-like, metabolic signature-positive, organoids are induced by KRAS mutations. Interestingly, metabolic signatures are subsequently shown to result from enterocyte-like differentiation both in organoids and human cancers. Further analysis reveals carbamoyl-phosphate synthase 1 (CPS1) and sucrase-isomaltase (SI) as signature proteins. More importantly, CPS1 is crucial for de novo pyrimidine synthesis in CMS3 and its inhibition targets proliferation and stemness, facilitating enterocyte-like differentiation, while CMS2 and CMS4 models are not affected. Our data point to an enterocyte-like differentiation of CMS3 CRCs and reveal a selective vulnerability of this subtype through CPS1 inhibition.
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Affiliation(s)
- Arezo Torang
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Aleksandar B Kirov
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Veerle Lammers
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Kate Cameron
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Valérie M Wouters
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Rene F Jackstadt
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Heidelberg, Germany Cancer Progression and Metastasis Group, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | | | - Joan H de Jong
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Oncode Institute, Amsterdam, the Netherlands
| | - Jan Koster
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Owen Sansom
- Cancer Research UK Scotland Institute, Garscube Estate, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Jan Paul Medema
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands.
- Oncode Institute, Amsterdam, the Netherlands.
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38
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Bilger A, Lambert PF. Rapid-onset cancer. Tumour Virus Res 2025; 19:200312. [PMID: 39755235 PMCID: PMC11764593 DOI: 10.1016/j.tvr.2024.200312] [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: 11/13/2024] [Revised: 12/23/2024] [Accepted: 12/23/2024] [Indexed: 01/06/2025] Open
Abstract
Human cancers are generally thought to develop over the course of decades. Such slow progression is well documented for a variety of cancers that we designate "slow-onset" cancers. "Rapid-onset" cancers, in contrast, can develop in a matter of months in humans or in as little as 9 days in mice. These cancers often develop under conditions that might be expected to accelerate cancer development: early development, immune deficiency, or viral infection. We will discuss rapid-onset cancers in the context of the "hallmarks of cancer" - properties cells must acquire in order to become malignant - focusing on how viruses are particularly well suited to causing rapid-onset cancer.
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Affiliation(s)
- Andrea Bilger
- McArdle Laboratory for Cancer Research, University of Wisconsin School of Medicine and Public Health, 1111 Highland Avenue, Madison, WI, 53705, USA.
| | - Paul F Lambert
- McArdle Laboratory for Cancer Research, University of Wisconsin School of Medicine and Public Health, 1111 Highland Avenue, Madison, WI, 53705, USA.
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39
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Tripathi A, Ecker B, Boland P, Ghodoussipour S, Riedlinger GR, De S. Oncointerpreter.ai enables interactive, personalized summarization of cancer diagnostics data. J Am Med Inform Assoc 2025; 32:129-138. [PMID: 39535891 DOI: 10.1093/jamia/ocae284] [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: 07/08/2024] [Revised: 09/30/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024] Open
Abstract
OBJECTIVES Cancer diagnosis comes as a shock to many patients, and many of them feel unprepared to handle the complexity of the life-changing event, understand technicalities of the diagnostic reports, and fully engage with the clinical team regarding the personalized clinical decision-making. MATERIALS AND METHODS We develop Oncointerpreter.ai an interactive resource to offer personalized summarization of clinical cancer genomic and pathological data, and frame questions or address queries about therapeutic opportunities in near-real time via a graphical interface. It is built on the Mistral-7B and Llama-2 7B large language models trained on a local database trained using a large, curated corpus. RESULTS We showcase its utility with case studies, where Oncointerpreter.ai extracted key clinical and molecular attributes from deidentified pathology and clinical genomics reports, summarized their contextual significance and answered queries on pertinent treatment options. Oncointerpreter also provided personalized summary of currently active clinical trials that match the patients' disease status, their selection criteria, and geographic locations. Benchmarking and comparative assessment indicated that the model responses were generally consistent, and hallucination, ie, factually incorrect or nonsensical response was rare; treatment- and outcome related queries led to context-aware responses, and response time correlated with verbosity. DISCUSSION The choice of model and domain-specific training also affected the response quality. CONCLUSION Oncointerpreter.ai can aid the existing clinical care with interactive, individualized summarization of diagnostics data to promote informed dialogs with the patients with new cancer diagnoses. AVAILABILITY https://github.com/Siris2314/Oncointerpreter.
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Affiliation(s)
- Arihant Tripathi
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Computer Science, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
| | - Brett Ecker
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Surgery, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
| | - Patrick Boland
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Pathology and Laboratory Medicine, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
| | - Saum Ghodoussipour
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Surgery, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
| | - Gregory R Riedlinger
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Pathology and Laboratory Medicine, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
| | - Subhajyoti De
- Rutgers Cancer Institute, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
- Department of Pathology and Laboratory Medicine, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, United States
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40
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van Aalst EJ, Wylie BJ. An in silico framework to visualize how cancer-associated mutations influence structural plasticity of the chemokine receptor CCR3. Protein Sci 2025; 34:e70013. [PMID: 39723881 DOI: 10.1002/pro.70013] [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: 06/28/2024] [Revised: 11/06/2024] [Accepted: 12/12/2024] [Indexed: 12/28/2024]
Abstract
G protein Coupled Receptors (GPCRs) are the largest family of cell surface receptors in humans. Somatic mutations in GPCRs are implicated in cancer progression and metastasis, but mechanisms are poorly understood. Emerging evidence implicates perturbation of intra-receptor activation pathway motifs whereby extracellular signals are transmitted intracellularly. Recently, sufficiently sensitive methodology was described to calculate structural strain as a function of missense mutations in AlphaFold-predicted model structures, which was extensively validated on experimental and predicted structural datasets. When paired with Molecular Dynamics (MD) simulations, these tools provide a facile approach to screen mutations in silico. We applied this framework to calculate the structural and dynamic effects of cancer-associated mutations in the chemokine receptor CCR3, a Class A GPCR involved in cancer and autoimmune disorders. Residue-residue contact scoring refined effective strain results, highlighting significant remodeling of inter- and intra-motif contacts along the highly conserved GPCR activation pathway network. We then integrated AlphaFold-derived predicted Local Distance Difference Test scores with per-residue Root Mean Square Fluctuations and activation pathway Contact Analysis (CONAN) from coarse grain MD simulations to identify statistically significant changes in receptor dynamics upon mutation. Finally, analysis of negative control mutants suggests false positive results in AlphaFold pipelines should be considered but can be mitigated with stricter control of statistical analysis. Our results indicate selected mutants influence structural plasticity of CCR3 related to ligand interaction, activation, and G protein coupling, using a framework that could be applicable to a wide range of biochemically relevant protein targets following further validation.
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Affiliation(s)
- Evan J van Aalst
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, Texas, USA
| | - Benjamin J Wylie
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, Texas, USA
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Moorman A, Benitez EK, Cambulli F, Jiang Q, Mahmoud A, Lumish M, Hartner S, Balkaran S, Bermeo J, Asawa S, Firat C, Saxena A, Wu F, Luthra A, Burdziak C, Xie Y, Sgambati V, Luckett K, Li Y, Yi Z, Masilionis I, Soares K, Pappou E, Yaeger R, Kingham TP, Jarnagin W, Paty PB, Weiser MR, Mazutis L, D'Angelica M, Shia J, Garcia-Aguilar J, Nawy T, Hollmann TJ, Chaligné R, Sanchez-Vega F, Sharma R, Pe'er D, Ganesh K. Progressive plasticity during colorectal cancer metastasis. Nature 2025; 637:947-954. [PMID: 39478232 PMCID: PMC11754107 DOI: 10.1038/s41586-024-08150-0] [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: 07/10/2023] [Accepted: 10/02/2024] [Indexed: 11/06/2024]
Abstract
As cancers progress, they become increasingly aggressive-metastatic tumours are less responsive to first-line therapies than primary tumours, they acquire resistance to successive therapies and eventually cause death1,2. Mutations are largely conserved between primary and metastatic tumours from the same patients, suggesting that non-genetic phenotypic plasticity has a major role in cancer progression and therapy resistance3-5. However, we lack an understanding of metastatic cell states and the mechanisms by which they transition. Here, in a cohort of biospecimen trios from same-patient normal colon, primary and metastatic colorectal cancer, we show that, although primary tumours largely adopt LGR5+ intestinal stem-like states, metastases display progressive plasticity. Cancer cells lose intestinal cell identities and reprogram into a highly conserved fetal progenitor state before undergoing non-canonical differentiation into divergent squamous and neuroendocrine-like states, a process that is exacerbated in metastasis and by chemotherapy and is associated with poor patient survival. Using matched patient-derived organoids, we demonstrate that metastatic cells exhibit greater cell-autonomous multilineage differentiation potential in response to microenvironment cues compared with their intestinal lineage-restricted primary tumour counterparts. We identify PROX1 as a repressor of non-intestinal lineage in the fetal progenitor state, and show that downregulation of PROX1 licenses non-canonical reprogramming.
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Affiliation(s)
- Andrew Moorman
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Elizabeth K Benitez
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell/Rockefeller/Sloan Kettering Tri-Institutional MD-PhD Program, New York, NY, USA
| | - Francesco Cambulli
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- New York Genome Center, New York, NY, USA
| | - Qingwen Jiang
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ahmed Mahmoud
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Pharmacology Program, Weill Cornell Graduate School, New York, NY, USA
| | - Melissa Lumish
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Case Western Reserve University, Cleveland, OH, USA
| | - Saskia Hartner
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sasha Balkaran
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan Bermeo
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Simran Asawa
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Canan Firat
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Asha Saxena
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fan Wu
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anisha Luthra
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Cassandra Burdziak
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yubin Xie
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Tri-Institutional PhD Program in Computational Biology and Medicine, New York, NY, USA
| | - Valeria Sgambati
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kathleen Luckett
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell/Rockefeller/Sloan Kettering Tri-Institutional MD-PhD Program, New York, NY, USA
| | - Yanyun Li
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Bristol Myers Squibb, Princeton, NJ, USA
| | - Zhifan Yi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ignas Masilionis
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kevin Soares
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Emmanouil Pappou
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rona Yaeger
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - T Peter Kingham
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - William Jarnagin
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Philip B Paty
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Martin R Weiser
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Linas Mazutis
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael D'Angelica
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jinru Shia
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Julio Garcia-Aguilar
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tal Nawy
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Travis J Hollmann
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Bristol Myers Squibb, Princeton, NJ, USA
| | - Ronan Chaligné
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Roshan Sharma
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dana Pe'er
- Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| | - Karuna Ganesh
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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Ciracì P, Studiale V, Taravella A, Antoniotti C, Cremolini C. Late-line options for patients with metastatic colorectal cancer: a review and evidence-based algorithm. Nat Rev Clin Oncol 2025; 22:28-45. [PMID: 39558030 DOI: 10.1038/s41571-024-00965-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/25/2024] [Indexed: 11/20/2024]
Abstract
Over the past few years, several novel systemic treatments have emerged for patients with treatment-refractory metastatic colorectal cancer, thus making selection of the most effective later-line therapy a challenge for medical oncologists. Over the past decade, regorafenib and trifluridine-tipiracil were the only available drugs and often provided limited clinical benefit compared to best supportive care. Results from subsequent practice-changing trials opened several novel therapeutic avenues, both for unselected patients (such as trifluridine-tipiracil plus bevacizumab or fruquintinib) and for subgroups defined by the presence of actionable alterations in their tumours (such as HER2-targeted therapies or KRASG12C inhibitors) or with no acquired mechanisms of resistance to the previously received targeted agents in circulating tumour DNA (such as retreatment with anti-EGFR antibodies). In this Review, we provide a comprehensive overview of advances in the field over the past few years and offer a practical perspective on translation of the most relevant results into the daily management of patients with metastatic colorectal cancer using an evidence-based algorithm. Finally, we discuss some of the most appealing ongoing areas of research and highlight approaches with the potential to further expand the therapeutic armamentarium.
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Affiliation(s)
- Paolo Ciracì
- Unit of Medical Oncology 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Vittorio Studiale
- Unit of Medical Oncology 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Ada Taravella
- Unit of Medical Oncology 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Carlotta Antoniotti
- Unit of Medical Oncology 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Chiara Cremolini
- Unit of Medical Oncology 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy.
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy.
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Shi J, Yang Y, Chen F, Zhou L, Wei H, Dong F, Wang X, Shan Y, Chen T. RPL36A activates ERK pathway and promotes colorectal cancer growth. Transl Oncol 2025; 51:102170. [PMID: 39489085 PMCID: PMC11567952 DOI: 10.1016/j.tranon.2024.102170] [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: 07/27/2024] [Revised: 10/14/2024] [Accepted: 10/29/2024] [Indexed: 11/05/2024] Open
Abstract
Ribosomal protein L36A (RPL36A) was one of the most upregulated proteins in colorectal cancer (CRC), yet its role in colorectal cancer (CRC) remains largely unexplored, with limited studies investigating its expression and biological functions. In this investigation, we confirmed a marked upregulation of RPL36A in CRC tissues, correlating with an adverse prognosis. Silencing RPL36A markedly attenuated CRC cell malignant properties and tumor xenograft growth. Further mechanistic analysis indicated that RPL36A depletion diminished phosphorylated ERK levels, subsequently impacting the expression of c-Myc and ELK1, key downstream effectors in the MAPK/ERK pathway. Notably, the tumor-suppressive effects of RPL36A knockdown could be negated by an ERK activator. Collectively, our findings underscore the oncogenic function of RPL36A in CRC and propose it as a potential target for therapeutic intervention.
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Affiliation(s)
- Jing Shi
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People ' s Hospital, China; Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Yebin Yang
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People ' s Hospital, China; Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Fangci Chen
- Department of Anorectal Surgery, First People's Hospital of LinPing District, Hangzhou, Hangzhou, Zhejiang, China
| | - Linpo Zhou
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People ' s Hospital, China; Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Haoran Wei
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People ' s Hospital, China; Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Fanhe Dong
- The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People ' s Hospital, China; Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Xiang Wang
- Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China
| | - Yuqiang Shan
- Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China.
| | - Tianwei Chen
- Department of Gastrointestinal Surgery, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China; Key Laboratory of Integrated Oncology and Intelligent Medicine of Zhejiang Province, Affiliated Hangzhou First People ' s Hospital, School of Medicine, Westlake University, China.
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Nakayama M, Saito H, Murakami K, Oshima H, Oshima M. Missense Mutant p53 Transactivates Wnt/β-Catenin Signaling in Neighboring p53-Destabilized Cells through the COX-2/PGE2 Pathway. CANCER RESEARCH COMMUNICATIONS 2025; 5:13-23. [PMID: 39641656 PMCID: PMC11695814 DOI: 10.1158/2767-9764.crc-24-0471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 11/08/2024] [Accepted: 11/26/2024] [Indexed: 12/07/2024]
Abstract
SIGNIFICANCE There is intratumor heterogeneity in the stabilization of missense mutant p53, and it has been thought that only cells with nuclear accumulation of mutant p53 have oncogenic function. However, using mouse intestinal tumor-derived organoids, we show that mutant p53-stabilized cells transactivate Wnt/β-catenin signaling in neighboring p53-destabilized cells through activating the COX-2/PGE2 pathway. These results suggest that both p53-stabilized cells and p53-destabilized cells contribute to malignant progression through interaction within the intratumor microenvironment.
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Affiliation(s)
- Mizuho Nakayama
- Division of Genetics, Cancer Research Institute, Kanazawa University, Kanazawa, Japan
- WPI Nano-Life Science Institute (NanoLSI), Kanazawa University, Kanazawa, Japan
| | - Hiroshi Saito
- Division of Genetics, Cancer Research Institute, Kanazawa University, Kanazawa, Japan
- Department of Gastrointestinal Surgery, Kanazawa University, Kanazawa, Japan
| | - Kazuhiro Murakami
- Division of Epithelial Stem Cell Biology, Cancer Research Institute, Kanazawa University, Kanazawa, Japan
| | - Hiroko Oshima
- Division of Genetics, Cancer Research Institute, Kanazawa University, Kanazawa, Japan
- WPI Nano-Life Science Institute (NanoLSI), Kanazawa University, Kanazawa, Japan
| | - Masanobu Oshima
- Division of Genetics, Cancer Research Institute, Kanazawa University, Kanazawa, Japan
- WPI Nano-Life Science Institute (NanoLSI), Kanazawa University, Kanazawa, Japan
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45
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Börding T, Janik T, Bischoff P, Morkel M, Sers C, Horst D. GPA33 expression in colorectal cancer can be induced by WNT inhibition and targeted by cellular therapy. Oncogene 2025; 44:30-41. [PMID: 39472498 DOI: 10.1038/s41388-024-03200-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 10/09/2024] [Accepted: 10/15/2024] [Indexed: 01/07/2025]
Abstract
GPA33 is a promising surface antigen for targeted therapy in colorectal cancer (CRC). It is expressed almost exclusively in CRC and intestinal epithelia. However, previous clinical studies have not achieved expected response rates. We investigated GPA33 expression and regulation in CRC and developed a GPA33-targeted cellular therapy. We examined GPA33 expression in CRC cohorts using immunohistochemistry and immunofluorescence. We analyzed GPA33 regulation by interference with oncogenic signaling in vitro and in vivo using inhibitors and conditional inducible regulators. Furthermore, we engineered anti-GPA33-CAR T cells and assessed their activity in vitro and in vivo. GPA33 expression showed consistent intratumoral heterogeneity in CRC with antigen loss at the infiltrative tumor edge. This pattern was preserved at metastatic sites. GPA33-positive cells had a differentiated phenotype and low WNT activity. Low GPA33 expression levels were linked to tumor progression in patients with CRC. Downregulation of WNT activity induced GPA33 expression in vitro and in GPA33-negative tumor cell subpopulations in xenografts. GPA33-CAR T cells were activated in response to GPA33 and reduced xenograft growth in mice after intratumoral application. GPA33-targeted therapy may be improved by simultaneous WNT inhibition to enhance GPA33 expression. Furthermore, GPA33 is a promising target for cellular immunotherapy in CRC.
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Affiliation(s)
- Teresa Börding
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Tobias Janik
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Philip Bischoff
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Cancer Consortium (DKTK) Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Biomedical Innovation Academy, BIH Charité Clinician Scientist Program, Berlin, Germany
| | - Markus Morkel
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Cancer Consortium (DKTK) Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christine Sers
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Cancer Consortium (DKTK) Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - David Horst
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
- German Cancer Consortium (DKTK) Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany.
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Clasen K, Ballin N, Schütz L, Bonzheim I, Kelemen O, Orth M, Gani C, Rieß O, Ossowski S, Niyazi M, Schroeder C. Tumor sequencing before and after neoadjuvant chemoradiotherapy in locally advanced rectal cancer: Genetic tumor characterization and clinical outcome. Clin Transl Radiat Oncol 2025; 50:100894. [PMID: 39670057 PMCID: PMC11636126 DOI: 10.1016/j.ctro.2024.100894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 11/12/2024] [Accepted: 11/20/2024] [Indexed: 12/14/2024] Open
Abstract
Background and purpose Neoadjuvant chemoradiotherapy (NCRT) is a standard treatment option for locally advanced rectal cancer. However, there is still conflicting data about the genetic landscape and potential dynamics during and after NCRT. This study evaluated oncogenic driver mutations before NCRT and investigated corresponding resection samples after treatment. Materials and methods In 17 patients the pre-therapeutic biopsy and in ten cases the related resection specimen were investigated by next-generation sequencing using a dedicated cancer panel (708 genes). Oncogenic driver mutations and tumor mutational burden (TMB) were compared pre- and post NCRT to evaluate stability of the genomic landscape. TMB and frequently detected driver mutations were correlated with outcome parameters. Results In our corresponding tumor samples before and after NCRT 95.2 % of the oncogenic driver mutations could be found in both specimens whereas one ATM and one RYR1 mutation were not detectable after NCRT. TMB decreased in all patients after neoadjuvant treatment. KRAS ± TP53 mutations and TMB ≥ 5 were associated with impaired outcome. Conclusion Most oncogenic driver mutations investigated persisted after neoadjuvant treatment. At the same time, we did not observe ascending TMB after treatment but decline. Thus, NCRT does not seem to induce a relevant number of new driver mutations or mutational burden. Genetic profiling implies the potential to support tumor-informed approaches and outcome estimation in future.
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Affiliation(s)
- Kerstin Clasen
- Department of Radiation Oncology, University Hospital Tübingen, Tübingen, Germany
| | - Nadja Ballin
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
| | - Leon Schütz
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
| | - Irina Bonzheim
- Institute of Pathology and Neuropathology, Comprehensive Cancer Center and University Hospital Tübingen, Tübingen, Germany
| | - Olga Kelemen
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
| | - Michael Orth
- Department of Radiation Oncology, University Hospital Tübingen, Tübingen, Germany
| | - Cihan Gani
- Department of Radiation Oncology, University Hospital Tübingen, Tübingen, Germany
| | - Olaf Rieß
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
| | - Stephan Ossowski
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
| | - Maximilian Niyazi
- Department of Radiation Oncology, University Hospital Tübingen, Tübingen, Germany
| | - Christopher Schroeder
- Institute of Medical Genetics and Applied Genomics, Medical Faculty and University Hospital, Tübingen, Germany
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El Nahhas OSM, van Treeck M, Wölflein G, Unger M, Ligero M, Lenz T, Wagner SJ, Hewitt KJ, Khader F, Foersch S, Truhn D, Kather JN. From whole-slide image to biomarker prediction: end-to-end weakly supervised deep learning in computational pathology. Nat Protoc 2025; 20:293-316. [PMID: 39285224 DOI: 10.1038/s41596-024-01047-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Accepted: 07/04/2024] [Indexed: 01/11/2025]
Abstract
Hematoxylin- and eosin-stained whole-slide images (WSIs) are the foundation of diagnosis of cancer. In recent years, development of deep learning-based methods in computational pathology has enabled the prediction of biomarkers directly from WSIs. However, accurately linking tissue phenotype to biomarkers at scale remains a crucial challenge for democratizing complex biomarkers in precision oncology. This protocol describes a practical workflow for solid tumor associative modeling in pathology (STAMP), enabling prediction of biomarkers directly from WSIs by using deep learning. The STAMP workflow is biomarker agnostic and allows for genetic and clinicopathologic tabular data to be included as an additional input, together with histopathology images. The protocol consists of five main stages that have been successfully applied to various research problems: formal problem definition, data preprocessing, modeling, evaluation and clinical translation. The STAMP workflow differentiates itself through its focus on serving as a collaborative framework that can be used by clinicians and engineers alike for setting up research projects in the field of computational pathology. As an example task, we applied STAMP to the prediction of microsatellite instability (MSI) status in colorectal cancer, showing accurate performance for the identification of tumors high in MSI. Moreover, we provide an open-source code base, which has been deployed at several hospitals across the globe to set up computational pathology workflows. The STAMP workflow requires one workday of hands-on computational execution and basic command line knowledge.
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Affiliation(s)
- Omar S M El Nahhas
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
- StratifAI GmbH, Dresden, Germany
| | - Marko van Treeck
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Georg Wölflein
- School of Computer Science, University of St Andrews, St Andrews, UK
| | - Michaela Unger
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Marta Ligero
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Tim Lenz
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Sophia J Wagner
- Helmholtz Munich-German Research Center for Environment and Health, Munich, Germany
- School of Computation, Information and Technology, Technical University of Munich, Munich, Germany
| | - Katherine J Hewitt
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
| | - Firas Khader
- StratifAI GmbH, Dresden, Germany
- Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany
| | - Sebastian Foersch
- Institute of Pathology-University Medical Center Mainz, Mainz, Germany
| | - Daniel Truhn
- StratifAI GmbH, Dresden, Germany
- Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.
- StratifAI GmbH, Dresden, Germany.
- Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.
- Department of Medicine 1, University Hospital and Faculty of Medicine Carl Gustav Carus, Technical University Dresden, Dresden, Germany.
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48
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Xiang Z, Wang Y, Ma X, Song S, He Y, Zhou J, Feng L, Yang S, Wu Y, Yu B, Xia G, Xu W, Zhao Y, Wang L. Targeting the NOTCH2/ADAM10/TCF7L2 Axis-Mediated Transcriptional Regulation of Wnt Pathway Suppresses Tumor Growth and Enhances Chemosensitivity in Colorectal Cancer. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025; 12:e2405758. [PMID: 39601111 PMCID: PMC11744699 DOI: 10.1002/advs.202405758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 09/12/2024] [Indexed: 11/29/2024]
Abstract
Wnt/β-catenin/transcription factor (TCF) transcriptional activity plays an integral role in colorectal cancer (CRC) carcinogenesis. However, to date, no drugs targeting this pathway are used in clinical practice owing to the undesirable and serious side effects. In this study, it is found that the transcriptional regulation of Wnt pathway is activated and associated with liver metastasis in CRC. Through high-throughput screening of 24 inhibitors on 12 CRC and three colorectal organoids in this organoid living biobank, adavivint is found to exhibit anti-tumor activity and low toxicity in colorectal organoids, independent of the canonical Wnt/β-catenin signaling. Mechanistically, ADAM10 is screened as a target of adavivint to specifically regulate the protein expression of NOTCH2, which mediates the transcriptional regulation of the Wnt pathway. NOTCH2 not directly interact with TCF7-like 2 (TCF7L2), a key downstream transcriptional factor of canonical Wnt/β-catenin signaling, but directly activated the transcription of TCF7L2 and Wnt target genes, such as MYC, JUN and CCND1/2. Furthermore, use of adavivint or blockage of ADAM10/NOTCH2/TCF7L2 signaling enhances the chemosensitivity of CRC cells. Overall, this study provides a promising candidate for the development of small-molecule inhibitors and reveals a potential therapeutic target for CRC.
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Affiliation(s)
- Zhen Xiang
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Yiwei Wang
- Department of general surgeryShanghai Jiao Tong University Affiliated Sixth People's Hospital600 Yishan RdShanghai200233P. R. China
| | - Xiao Ma
- Fudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032P. R. China
| | - Shuzheng Song
- Department of Colorectal SurgeryDepartment of General SurgeryShanghai East HospitalTongji University School of Medicine150 Jimo RoadShanghai200120P. R. China
| | - Yuanqiao He
- Center of Laboratory Animal ScienceNanchang UniversityNo.999, Xuefu RoadNanchang330031P. R. China
| | - Jiamin Zhou
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Longhai Feng
- Department of Colorectal SurgeryThe Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital)1 Banshan East RoadHangzhou310022P. R. China
| | - Su Yang
- Department of Thoracic SurgeryRuijin HospitalShanghai Jiaotong University School of Medicine197 Ruijin 2nd RoadShanghai200025P. R. China
| | - Yibin Wu
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Bingran Yu
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Guangkai Xia
- Department of general surgeryShanghai Jiao Tong University Affiliated Sixth People's Hospital600 Yishan RdShanghai200233P. R. China
| | - Weiqi Xu
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Yiming Zhao
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
| | - Lu Wang
- Department of Hepatic SurgeryFudan University Shanghai Cancer Center270 Dong‐An RoadShanghai200032China
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Berner AM, Murugaesu N. The Evolving Role of Genomics in Colorectal Cancer. Clin Oncol (R Coll Radiol) 2025; 37:103661. [PMID: 39536702 DOI: 10.1016/j.clon.2024.10.033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 08/08/2024] [Accepted: 10/16/2024] [Indexed: 11/16/2024]
Abstract
Approximately 75% of colorectal cancers (CRCs) harbour an identifiable driver mutation, 5% of which are heritable. These drivers have recognised implications for prognosis and therapy selection. In addition, potential germline mutations require investigations to inform testing of relatives, as well as surveillance for other malignancies. With increasing numbers of targeted drugs being approved, judicious testing is required to ensure sufficient tumour sample is available for testing and at the right point in the cancer pathway. Liquid biopsy with circulating tumour DNA (ctDNA) in the blood presents an exciting adjunct to tumour tissue testing for molecular drivers, as well as escalation and de-escalation of therapy. Here, we review the most frequent molecular alterations in CRC, how genomic testing should be integrated into the treatment pathway for CRC, and sources of further education.
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Affiliation(s)
- A M Berner
- Barts Cancer Institute, Queen Mary University of London, John Vane Science Centre, Charterhouse Square, London EC1M 6AU, UK
| | - N Murugaesu
- Guy's & St Thomas' NHS Foundation Trust, Great Maze Pond, London, SE1 9RT, UK; Genomics England, 1 Canada Square, London E14 5AB, UK.
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50
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Nguyen AL, Facey COB, Boman BM. The Significance of Aldehyde Dehydrogenase 1 in Cancers. Int J Mol Sci 2024; 26:251. [PMID: 39796106 PMCID: PMC11720537 DOI: 10.3390/ijms26010251] [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: 11/14/2024] [Revised: 12/16/2024] [Accepted: 12/26/2024] [Indexed: 01/13/2025] Open
Abstract
The goal of this paper is to discuss the role of ALDH isozymes in different cancers, review advances in ALDH1-targeting cancer therapies, and explore a mechanism that explains how ALDH expression becomes elevated during cancer development. ALDH is often overexpressed in cancer, and each isoform has a unique expression pattern and a distinct role in different cancers. The abnormal expression of ALDHs in different cancer types (breast, colorectal, lung, gastric, cervical, melanoma, prostate, and renal) is presented and correlated with patient prognosis. ALDH plays a significant role in various cellular functions, such as metabolism, oxidative stress response, detoxification, and cellular differentiation. Among the ALDH families, ALDH1 has gained considerable attention as a cancer stem cell (CSC) marker due to its significant role in the maintenance of stemness and the differentiation of stem cells (SCs), along with its involvement in tumorigenesis. A description of the cellular mechanisms and physiology of ALDH1 that underlies cancer development is provided. Moreover, current advances in ALDH1-targeting cancer therapies are discussed.
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Affiliation(s)
- Anh L. Nguyen
- Department of Biological Sciences, University of Delaware, Newark, DE 19716, USA;
- Center for Translational Cancer Research, Helen F. Graham Cancer Center and Research Institute, 4701 Ogletown-Stanton Road, Newark, DE 19713, USA;
| | - Caroline O. B. Facey
- Center for Translational Cancer Research, Helen F. Graham Cancer Center and Research Institute, 4701 Ogletown-Stanton Road, Newark, DE 19713, USA;
| | - Bruce M. Boman
- Department of Biological Sciences, University of Delaware, Newark, DE 19716, USA;
- Center for Translational Cancer Research, Helen F. Graham Cancer Center and Research Institute, 4701 Ogletown-Stanton Road, Newark, DE 19713, USA;
- Department of Pharmacology and Experimental Therapeutics, Thomas Jefferson University, Philadelphia, PA 19107, USA
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