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Jeong JH, Shin D, Kim SY, Bae DJ, Sung YH, Koh EY, Kim J, Kim CJ, Park JS, Choi JK, Kim SC, Jun E. Spatial distribution and activation changes of T cells in pancreatic tumors according to KRAS mutation subtype. Cancer Lett 2025; 618:217641. [PMID: 40090570 DOI: 10.1016/j.canlet.2025.217641] [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: 12/03/2024] [Revised: 03/03/2025] [Accepted: 03/13/2025] [Indexed: 03/18/2025]
Abstract
To enhance immunotherapy efficacy in pancreatic cancer, it is crucial to characterize its immune landscape and identify key factors driving immune alterations. To achieve this, we quantitatively analyzed the immune microenvironment using multiplex immunohistochemistry, assessing the spatial relationships between immune and tumor cells to correlate with patient survival rates and oncological factors. Additionally, through Whole Exome Sequencing analysis based on public data, we explored genetic mutations that could drive these compositions. Finally, we validated T cell (Tc) migration mechanisms using patient-derived tumor organoids with induced KRAS mutation subtypes. Through this approach, we obtained the following meaningful results. First, immune cells in pancreatic cancer are denser in stromal regions than near tumor cells, with higher Tc distribution linked to increased patient survival rates. Second, the distance between tumor and Tc was within 100 μm, with higher Tc density found within 15-30 μm of the tumor cells. Third, while increasing CAF levels correspond to higher Tc density, higher ECM density tends to decrease Tc presence. Fourth, compared to KRAS G12D, KRAS G12V mutation increases various immune cells, notably Tc, which is closely linked to a dramatic rise in vascular cells. Finally, Tc migration was enhanced in tumor organoids with the G12V mutation, attributed to a reduction in the secretion of immunosuppressive cytokines. Our results indicate that KRAS mutation subtypes influence immune cell composition and function in the pancreatic cancer microenvironment, leading to varied immunotherapy responses. This underscores the need for personalized immune therapeutics and research models specific to KRAS mutations.
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Affiliation(s)
- Ji Hye Jeong
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Dakyum Shin
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation Surgery, Department of General Surgery, Chosun University Hospital, 365, Pilmun-daero, Dong-gu, Gwangju Metropolitan City, 61453, Republic of Korea
| | - Sang-Yeob Kim
- Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Dong-Jun Bae
- PrismCDX, Hwaseong-si, Gyeonggi-do, Republic of Korea
| | - Young Hoon Sung
- Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Department of Cell and Genetic Engineering, ASAN Medical Center, University of Ulsan College of Medicine, Seoul, 05505, Republic of Korea
| | - Eun-Young Koh
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Jinju Kim
- Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Chong Jai Kim
- Asan Preclinical Evaluation Center for Cancer Therapeutix, Asan Medical Center, Seoul, 05505, Republic of Korea
| | - Jae Soon Park
- Department of Bio and Brain Engineering, KAIST, Daejeon, 34141, Republic of Korea; SCL-KAIST Institute of Translational Research, Daejeon, 34141, Republic of Korea
| | - Jung Kyoon Choi
- Department of Bio and Brain Engineering, KAIST, Daejeon, 34141, Republic of Korea; SCL-KAIST Institute of Translational Research, Daejeon, 34141, Republic of Korea.
| | - Song Cheol Kim
- Division of Hepato-Biliary and Pancreatic Surgery, Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Department of Surgery, BK21 Project, Asan Medical Center, University of Ulsan College of Medicine, Seoul, 05505, Republic of Korea.
| | - Eunsung Jun
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Department of Convergence Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea; Asan Preclinical Evaluation Center for Cancer Therapeutix, Asan Medical Center, Seoul, 05505, Republic of Korea; Division of Hepato-Biliary and Pancreatic Surgery, Department of Surgery, University of Ulsan College of Medicine, Asan Medical Center, Seoul, 05505, Republic of Korea.
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Thongyoo P, Chindaprasirt J, Aphivatanasiri C, Intarawichian P, Kunprom W, Kongpetch S, Techasen A, Loilome W, Namwat N, Titapun A, Jusakul A. KRAS Mutations in Cholangiocarcinoma: Prevalence, Prognostic Value, and KRAS G12/G13 Detection in Cell-Free DNA. Cancer Genomics Proteomics 2025; 22:112-126. [PMID: 39730186 PMCID: PMC11696325 DOI: 10.21873/cgp.20492] [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: 08/24/2024] [Revised: 09/23/2024] [Accepted: 10/01/2024] [Indexed: 12/29/2024] Open
Abstract
BACKGROUND/AIM Cholangiocarcinoma (CCA) is an aggressive hepatobiliary malignancy characterized by genomic heterogeneity. KRAS mutations play a significant role in influencing patient prognosis and guiding therapeutic decision-making. This study aimed to determine the prevalence and prognostic significance of KRAS mutations in CCA, asses the detection of KRAS G12/G13 mutations in plasma cell-free DNA (cfDNA), and evaluate the prognostic value of KRAS G12/G13 mutant allele frequency (MAF) in cfDNA in relation to clinicopathological data and patient survival. MATERIALS AND METHODS A retrospective analysis of 937 CCA patients was performed using data from cBioPortal to examine KRAS mutation profiles and their association with survival. Plasma from 101 CCA patients was analyzed for KRAS G12/G13 mutations in the cfDNA using droplet digital PCR, and the results were compared with tissue-based sequencing from 78 matched samples. RESULTS KRAS driver mutations were found in 15.6% of patients, with common variants being G12D (37.0%), G12V (24.0%) and Q61H (8.2%). Patients harboring KRAS mutations exhibited decreased overall and recurrence-free survival. KRAS G12/G13 mutations were detected in 14.9% of cfDNA samples, showing moderate concordance with tissue sequencing, and achieving 80% sensitivity and 93% specificity. Elevated KRAS G12/G13 MAF in cfDNA, combined with high CA19-9 levels, correlated with poorer survival outcomes. CONCLUSION The presence of KRAS mutations was associated with poor survival in CCA, underscoring the importance of KRAS mutations as prognostic markers. The detection of KRAS mutations in cfDNA demonstrated potential as a promising non-invasive alternative for mutation detection and, when combined with CA19-9 levels, may improve prognostic efficacy in CCA.
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Affiliation(s)
- Pitchasak Thongyoo
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, Thailand
| | - Jarin Chindaprasirt
- Medical Oncology Program, Department of Internal Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | | | | | - Waritta Kunprom
- Department of Pathology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Sarinya Kongpetch
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
| | - Anchalee Techasen
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, Thailand
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
| | - Watcharin Loilome
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
- Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Nisana Namwat
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
- Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Attapol Titapun
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
- Department of Surgery, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Apinya Jusakul
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, Thailand;
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
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Wan X, Zhang X, Xu M, Zheng Z, Zhou Y, Zhong Z. Unveiling the role of KRAS in Chinese colorectal cancer patients: a positive influence on tumor mutational burden. Transl Cancer Res 2024; 13:4752-4762. [PMID: 39430843 PMCID: PMC11483435 DOI: 10.21037/tcr-24-600] [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: 04/26/2024] [Accepted: 07/19/2024] [Indexed: 10/22/2024]
Abstract
Background One of the main challenges associated with the development of therapeutic and diagnostic strategies for patients with colorectal cancer (CRC) is the establishment of minimally invasive and efficient biomarkers. Pertinent genes in CRC have been identified through their functions in systematic mutagenesis screens. KRAS is considered a dominant mutated oncogene that contributes to pathogenesis of CRC. This study aimed to explore the genomic alternations of KRAS in a CRC population. Methods Sequencing data of 94 Chinese patients with CRC were prospectively collected and analyzed using next-generation sequencing (NGS). The influence of KRAS and its associated subtype co-mutations on the expression level of the tumor mutational burden (TMB) was investigated. The objective of our study was to assess the potential prognostic significance of KRAS and other driving oncogenes in determining the clinical efficacy of immunotherapy. Results The gene mutation rates of TP53, APC, and KRAS were 81.91%, 71.28%, and 43.62%, respectively. Additionally, KRAS G12D displayed a relatively higher mutation rate than other KRAS-mutant subtypes. Increased TMB was observed in cases of KRAS and BRAF mutation combined with APC single mutation; furthermore, the expression of TMB in G12V was the highest, and G12D presented the lowest TMB in single KRAS-mutant subtypes or the combination with APC mutations. Conclusions The TMB driven by KRAS co-mutations may have the potential to be used as a key biomarker for prediction of treatment outcomes of immune checkpoint inhibitors (ICIs) in patients with CRC, especially with APC co-mutation.
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Affiliation(s)
- Xuebin Wan
- Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
- HaploX Biotechnology, Co., Ltd., Shenzhen, China
| | - Xiaoni Zhang
- HaploX Biotechnology, Co., Ltd., Shenzhen, China
- Haplox Medical Laboratory, Shenzhen, China
| | - Mingyan Xu
- HaploX Biotechnology, Co., Ltd., Shenzhen, China
- Haplox Medical Laboratory, Shenzhen, China
| | - Zhi Zheng
- HaploX Biotechnology, Co., Ltd., Shenzhen, China
| | - Yujun Zhou
- HaploX Biotechnology, Co., Ltd., Shenzhen, China
| | - Zhiyong Zhong
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
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Cardelli M, Marchegiani F, Stripoli P, Piacenza F, Recchioni R, Di Rosa M, Giacconi R, Malavolta M, Galeazzi R, Arosio B, Cafarelli F, Spannella F, Cherubini A, Lattanzio F, Olivieri F. Plasma cfDNA abundance as a prognostic biomarker for higher risk of death in geriatric cardiovascular patients. Mech Ageing Dev 2024; 219:111934. [PMID: 38604436 DOI: 10.1016/j.mad.2024.111934] [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: 01/24/2024] [Revised: 03/07/2024] [Accepted: 04/08/2024] [Indexed: 04/13/2024]
Abstract
The management of geriatric cardiovascular disease (CVD) patients with multimorbidity remains challenging and could potentially be improved by integrating clinical data with innovative prognostic biomarkers. In this context, the analysis of circulating analytes, including cell-free DNA (cfDNA), appears particularly promising. Here, we investigated circulating cfDNA (measured through the quantification of 247 bp and 115 bp Alu genomic fragments) in a cohort of 244 geriatric CVD patients with multimorbidity hospitalised for acute CVD or non-CVD events. Survival analysis showed a direct association between Alu 247 cfDNA abundance and risk of death, particularly evident in the first six months after admission for acute CVD events. Higher plasma cfDNA concentration was associated with mortality in the same period of time. The cfDNA integrity (Alu 247/115), although not associated with outcome, appeared to be useful in discriminating patients in whom Alu 247 cfDNA abundance is most effective as a prognostic biomarker. The cfDNA parameters were associated with several biochemical markers of inflammation and myocardial damage. In conclusion, an increase in plasma cfDNA abundance at hospital admission is indicative of a higher risk of death in geriatric CVD patients, especially after acute CVD events, and its analysis may be potentially useful for risk stratification.
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Affiliation(s)
- Maurizio Cardelli
- Advanced Technology Center for Aging Research, IRCCS INRCA, Ancona 60121, Italy
| | | | - Pierpaolo Stripoli
- Clinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona 60121, Italy
| | - Francesco Piacenza
- Advanced Technology Center for Aging Research, IRCCS INRCA, Ancona 60121, Italy
| | - Rina Recchioni
- Clinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona 60121, Italy
| | - Mirko Di Rosa
- Centre for Biostatistics and Applied Geriatric Clinical Epidemiology, IRCCS INRCA, Ancona 60124, Italy
| | - Robertina Giacconi
- Advanced Technology Center for Aging Research, IRCCS INRCA, Ancona 60121, Italy
| | - Marco Malavolta
- Advanced Technology Center for Aging Research, IRCCS INRCA, Ancona 60121, Italy
| | - Roberta Galeazzi
- Clinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona 60121, Italy
| | - Beatrice Arosio
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy; Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
| | | | - Francesco Spannella
- Internal Medicine and Geriatrics, IRCCS INRCA, Via della Montagnola 81, Ancona 60127, Italy; Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona 60126, Italy
| | - Antonio Cherubini
- Geriatria, Accettazione Geriatrica e Centro di Ricerca per L'invecchiamento, IRCCS INRCA, Ancona 60127, Italy
| | | | - Fabiola Olivieri
- Advanced Technology Center for Aging Research, IRCCS INRCA, Ancona 60121, Italy; Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona 60126, Italy; Scientific Direction, IRCCS INRCA, Ancona, Italy
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