Shang-Hung Chen
Current Organizations / Institutes
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Research Subjects
Shang-Hung Chen has a total of 93 co-authors. Here are the top co-authors by number of shared publications:
- Peng-Chan Lin
Department of Oncology, National Cheng Kung University Hospital, College of Medicine National Cheng Kung University Tainan Taiwan
3 shared publications - Po-Chuan Chen
Division of Colorectal Surgery, Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 704302, Taiwan
3 shared publications - Ren-Hao Chan
Division of Colorectal Surgery, Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70456, Taiwan
3 shared publications - Yu-Min Yeh
Department of Oncology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, No. 1, University Road, Tainan City, Taiwan.
3 shared publications - Bo-Wen Lin
Division of Colorectal Surgery, Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70456, Taiwan
2 shared publications Chung-Hsing Chen
Department of Mathematics, University of Taipei, Taipei, Taiwan
2 shared publications
Latest Publications
- Open Access
- 3 March 2026
- Published by Springer Nature in Cancer Immunology, Immunotherapy
- Vol. 75 (4)
Clinical and immunological implications of lymphocyte-activation gene 3 expression in metastatic colorectal cancer
Lymphocyte-activation gene 3 (LAG3), an inhibitory immune checkpoint receptor, has emerged as a potential therapeutic target in various cancer, including colorectal cancer (CRC). However, its prognostic role and immunologic context in metastatic CRC (mCRC) remain unclear. This study investigated the prognostic impact of LAG3 expression and its biological role within the mCRC immune microenvironment. LAG3 expression was evaluated by immunohistochemistry in primary and/or metastatic tumors from a retrospective mCRC cohort. Associations between LAG3 expression, clinicopathological features, and overall survival were analyzed and validated using data from The Cancer Genome Atlas (TCGA) COADREAD cohort. Transcriptomic data from TCGA and single-cell RNA sequencing data from 23 Korean CRC samples were used to explore pathway enrichment and cell-cell interactions. A total of 144 mCRC patients were included. Primary tumors showed higher LAG3 expression than metastatic tumors, with right-sided and liver metastases exhibiting the highest level. Both univariate and multivariate analyses revealed that LAG3 expression was an independent prognostic biomarker of mCRC, validated in the TCGA COADREAD cohort. Transcriptomic analysis revealed significant correlations between LAG3 expression and angiogenesis, epithelial-mesenchymal transition, and TGF-β signaling pathways, which were linked to immunosuppressive microenvironment and poor prognosis. Cell-cell communication analysis showed CD8⁺ T cells interact with various cell subpopulations, with Galectin-9-TIM-3 signaling uniquely present in LAG3⁺CD8⁺ T cells. LAG3 expression is an independent prognostic biomarker of mCRC. The distinct Galectin-9-TIM-3 signaling in LAG3⁺CD8⁺ T cells may contribute to limited therapeutic efficacy of LAG3 blockade, suggesting potential combinational immunotherapy strategies.
- 3 March 2026
- Published by Springer Nature in Cancer Immunology, Immunotherapy
- Vol. 75 (4)
Open AccessClinical and immunological implications of lymphocyte-activation gene 3 expression in metastatic colorectal cancer
Lymphocyte-activation gene 3 (LAG3), an inhibitory immune checkpoint receptor, has emerged as a potential therapeutic target in various cancer, including colorectal cancer (CRC). However, its prognostic role and immunologic context in metastatic CRC (mCRC) remain unclear. This study investigated the prognostic impact of LAG3 expression and its biological role within the mCRC immune microenvironment. LAG3 expression was evaluated by immunohistochemistry in primary and/or metastatic tumors from a retrospective mCRC cohort. Associations between LAG3 expression, clinicopathological features, and overall survival were analyzed and validated using data from The Cancer Genome Atlas (TCGA) COADREAD cohort. Transcriptomic data from TCGA and single-cell RNA sequencing data from 23 Korean CRC samples were used to explore pathway enrichment and cell-cell interactions. A total of 144 mCRC patients were included. Primary tumors showed higher LAG3 expression than metastatic tumors, with right-sided and liver metastases exhibiting the highest level. Both univariate and multivariate analyses revealed that LAG3 expression was an independent prognostic biomarker of mCRC, validated in the TCGA COADREAD cohort. Transcriptomic analysis revealed significant correlations between LAG3 expression and angiogenesis, epithelial-mesenchymal transition, and TGF-β signaling pathways, which were linked to immunosuppressive microenvironment and poor prognosis. Cell-cell communication analysis showed CD8⁺ T cells interact with various cell subpopulations, with Galectin-9-TIM-3 signaling uniquely present in LAG3⁺CD8⁺ T cells. LAG3 expression is an independent prognostic biomarker of mCRC. The distinct Galectin-9-TIM-3 signaling in LAG3⁺CD8⁺ T cells may contribute to limited therapeutic efficacy of LAG3 blockade, suggesting potential combinational immunotherapy strategies.
- Open Access
- 12 August 2025
- Published by Springer Nature in Cancer Immunology, Immunotherapy
- Vol. 74 (9) , 1-20
Cathepsin S regulates antitumor immunity through autophagic degradation of PD-L1 in colorectal cancer cells
Colorectal cancer (CRC) is a major contributor to cancer-related mortality worldwide, highlighting the need to overcome its immunosuppressive tumor microenvironment. Cathepsin S (CTSS), a cysteine protease essential for MHC class II antigen presentation, has an unclear role in CRC immunity. This study investigated the impact of CTSS on PD-L1 expression and T-cell function in CRC. CTSS expression was analyzed in CRC tumor tissues and CTSS-deficient cell lines using immunohistochemistry, Western blotting, and flow cytometry. T-cell responses were assessed through granzyme B and IL-2 secretion assays, migration analysis, and gene set variation analysis (GSVA) of public datasets. Autophagy activity was evaluated via immunofluorescence, Western blotting, and lysosome isolation assays. An orthotopic CRC mouse model was used to study CTSS function in vivo. Key findings revealed that elevated CTSS expression correlated with higher PD-L1 levels in CRC tissues. CTSS suppression in CRC cells reduced PD-L1 expression while enhancing T-cell cytotoxicity and migration. GSVA further revealed an inverse correlation between CTSS expression and cytotoxic T-cell activity, alongside a strong association with autophagy-related pathways. Mechanistically, CTSS suppression in CRC cells promoted PD-L1 degradation by enhancing autophagic flux. In vivo, CTSS suppression inhibited tumor growth and enhanced CD8⁺ T-cell infiltration and activity. Anti-CD8 antibody treatment promoted tumor growth more significantly in CTSS-proficient CRC cells compared to CTSS-deficient cells. These findings demonstrate that CTSS regulates PD-L1 expression and T-cell cytotoxicity via autophagy-mediated pathways in CRC cells. Given ongoing development of CTSS inhibitors and autophagy modulators, targeting CTSS may offer a promising strategy to improve CRC immunotherapy.
- 12 August 2025
- Published by Springer Nature in Cancer Immunology, Immunotherapy
- Vol. 74 (9) , 1-20
Open AccessCathepsin S regulates antitumor immunity through autophagic degradation of PD-L1 in colorectal cancer cells
Colorectal cancer (CRC) is a major contributor to cancer-related mortality worldwide, highlighting the need to overcome its immunosuppressive tumor microenvironment. Cathepsin S (CTSS), a cysteine protease essential for MHC class II antigen presentation, has an unclear role in CRC immunity. This study investigated the impact of CTSS on PD-L1 expression and T-cell function in CRC. CTSS expression was analyzed in CRC tumor tissues and CTSS-deficient cell lines using immunohistochemistry, Western blotting, and flow cytometry. T-cell responses were assessed through granzyme B and IL-2 secretion assays, migration analysis, and gene set variation analysis (GSVA) of public datasets. Autophagy activity was evaluated via immunofluorescence, Western blotting, and lysosome isolation assays. An orthotopic CRC mouse model was used to study CTSS function in vivo. Key findings revealed that elevated CTSS expression correlated with higher PD-L1 levels in CRC tissues. CTSS suppression in CRC cells reduced PD-L1 expression while enhancing T-cell cytotoxicity and migration. GSVA further revealed an inverse correlation between CTSS expression and cytotoxic T-cell activity, alongside a strong association with autophagy-related pathways. Mechanistically, CTSS suppression in CRC cells promoted PD-L1 degradation by enhancing autophagic flux. In vivo, CTSS suppression inhibited tumor growth and enhanced CD8⁺ T-cell infiltration and activity. Anti-CD8 antibody treatment promoted tumor growth more significantly in CTSS-proficient CRC cells compared to CTSS-deficient cells. These findings demonstrate that CTSS regulates PD-L1 expression and T-cell cytotoxicity via autophagy-mediated pathways in CRC cells. Given ongoing development of CTSS inhibitors and autophagy modulators, targeting CTSS may offer a promising strategy to improve CRC immunotherapy.
- Open Access
- 11 February 2025
- Published by Ivyspring International Publisher in Journal of Cancer
- Vol. 16 (5) , 1694-1708
NUPR1 contributes to endocrine therapy resistance by modulating BIRC5 expression and inducing luminal B-ERBB2+ subtype-like characteristics in estrogen receptor-positive breast cancer cells
Acquired resistance to endocrine therapy is a major clinical challenge in the treatment of luminal A [estrogen receptor (ER)+ and/or progesterone receptor (PR)+, human epidermal growth factor receptor 2 (ERBB2/HER2)-, and low Ki-67] breast cancer. Recently, molecular subtype conversion has been suggested as one of the possible causes of the development of drug-resistant breast cancer. However, the molecular mechanism underlying the molecular subtype conversion and the induction of endocrine therapy resistance in luminal A breast cancer is still incompletely understood. Here, we found that the ER+ MCF7-derived endocrine therapy-resistant MCF7-TamC3 breast cancer cells exhibit increased expression of an intrinsically disordered chromatin protein, NUPR1, compared to the parental luminal-A subtype like MCF7 breast cancer cells. Intriguingly, MCF7-TamC3 cells also exhibit characteristics that resemble the luminal B-ERBB2+ breast tumor subtype, like the increased expression of ERBB2 and the increased sensitivity to monoclonal ERBB2-targeting antibody Trastuzumab in vitro. Kaplan-Meier analysis of expression cohorts of breast tumors showed that high NUPR1 mRNA expression levels correlate with poor overall and relapse-free survival in both endocrine therapy-treated ER+ and ERBB2-enriched breast cancer patients. Results of the bioinformatics analysis showed that the NUPR1 mRNA expression level is also correlated with the clinical grading of the Tamoxifen-treated ER+ primary breast cancer. The qPCR and the western blot analysis results revealed that NUPR1 positively regulates the expression of the epigenetic regulator HDAC5, the anti-apoptotic molecule BIRC5, and the mitogenic receptor ERBB2 in MCF7-TamC3 and the ERBB2-enriched subtype like SK-BR-3 breast cancer cells. Downregulation of NUPR1 increased the sensitivity to estrogen deprivation in MCF7-TamC3 cells and decreased the viability of SK-BR-3 cells in vitro. These findings indicate that dysregulation of NUPR1 promotes the development of estrogen independence in ER+ breast cancer cells in part through expression regulation of HDAC5, ERBB2, and BIRC5. Targeting NUPR1 or its downstream regulating molecules may offer a potential strategy for overcoming resistance to endocrine therapy in patients with ER+ breast cancer.
- 11 February 2025
- Published by Ivyspring International Publisher in Journal of Cancer
- Vol. 16 (5) , 1694-1708
Open AccessNUPR1 contributes to endocrine therapy resistance by modulating BIRC5 expression and inducing luminal B-ERBB2+ subtype-like characteristics in estrogen receptor-positive breast cancer cells
Acquired resistance to endocrine therapy is a major clinical challenge in the treatment of luminal A [estrogen receptor (ER)+ and/or progesterone receptor (PR)+, human epidermal growth factor receptor 2 (ERBB2/HER2)-, and low Ki-67] breast cancer. Recently, molecular subtype conversion has been suggested as one of the possible causes of the development of drug-resistant breast cancer. However, the molecular mechanism underlying the molecular subtype conversion and the induction of endocrine therapy resistance in luminal A breast cancer is still incompletely understood. Here, we found that the ER+ MCF7-derived endocrine therapy-resistant MCF7-TamC3 breast cancer cells exhibit increased expression of an intrinsically disordered chromatin protein, NUPR1, compared to the parental luminal-A subtype like MCF7 breast cancer cells. Intriguingly, MCF7-TamC3 cells also exhibit characteristics that resemble the luminal B-ERBB2+ breast tumor subtype, like the increased expression of ERBB2 and the increased sensitivity to monoclonal ERBB2-targeting antibody Trastuzumab in vitro. Kaplan-Meier analysis of expression cohorts of breast tumors showed that high NUPR1 mRNA expression levels correlate with poor overall and relapse-free survival in both endocrine therapy-treated ER+ and ERBB2-enriched breast cancer patients. Results of the bioinformatics analysis showed that the NUPR1 mRNA expression level is also correlated with the clinical grading of the Tamoxifen-treated ER+ primary breast cancer. The qPCR and the western blot analysis results revealed that NUPR1 positively regulates the expression of the epigenetic regulator HDAC5, the anti-apoptotic molecule BIRC5, and the mitogenic receptor ERBB2 in MCF7-TamC3 and the ERBB2-enriched subtype like SK-BR-3 breast cancer cells. Downregulation of NUPR1 increased the sensitivity to estrogen deprivation in MCF7-TamC3 cells and decreased the viability of SK-BR-3 cells in vitro. These findings indicate that dysregulation of NUPR1 promotes the development of estrogen independence in ER+ breast cancer cells in part through expression regulation of HDAC5, ERBB2, and BIRC5. Targeting NUPR1 or its downstream regulating molecules may offer a potential strategy for overcoming resistance to endocrine therapy in patients with ER+ breast cancer.
- Open Access
TCF12 and LncRNA MALAT1 Cooperatively Harness High Cyclin D1 but Low β-Catenin Gene Expression to Exacerbate Colorectal Cancer Prognosis Independently of Metastasis
Metastasis is a well-known factor worsening colorectal cancer (CRC) prognosis, but mortality mechanisms in non-metastatic patients with poor outcomes are less understood. TCF12 is a transcription factor that can be physically associated with the long non-coding RNA MALAT1, creating an alliance with correlated expression levels in CRC patients. This TCF12–MALAT1 alliance is linked to poorer prognosis independently of age and metastasis. To identify the downstream effects responsible for this outcome, we analyzed 2312 common target genes of TCF12 and MALAT1, finding involvement in pathways like Aurora B, ATM, PLK1, and non-canonical WNT. We investigated the impact of WNT downstream genes CTNNB1 and CCND1, encoding β-catenin and cyclin D1, respectively, on survival in CRC patients with this alliance. Tumors with higher TCF12 and MALAT1 gene expressions alongside increased β-catenin gene expressions were classified as having a “Pan-CMS-2 pattern”, showing relatively better prognoses. Conversely, tumors with high TCF12, MALAT1, and cyclin D1 gene expressions but low β-catenin expression were categorized as “TMBC pattern”, associated with poor survival, with survival rates dropping sharply from 60% at one year to 30% at three years. This suggests that targeting cyclin D1-associated CDK4/6 could potentially reduce early mortality risks in TMBC patients, supporting personalized medicine approaches.
Open AccessTCF12 and LncRNA MALAT1 Cooperatively Harness High Cyclin D1 but Low β-Catenin Gene Expression to Exacerbate Colorectal Cancer Prognosis Independently of Metastasis
Metastasis is a well-known factor worsening colorectal cancer (CRC) prognosis, but mortality mechanisms in non-metastatic patients with poor outcomes are less understood. TCF12 is a transcription factor that can be physically associated with the long non-coding RNA MALAT1, creating an alliance with correlated expression levels in CRC patients. This TCF12–MALAT1 alliance is linked to poorer prognosis independently of age and metastasis. To identify the downstream effects responsible for this outcome, we analyzed 2312 common target genes of TCF12 and MALAT1, finding involvement in pathways like Aurora B, ATM, PLK1, and non-canonical WNT. We investigated the impact of WNT downstream genes CTNNB1 and CCND1, encoding β-catenin and cyclin D1, respectively, on survival in CRC patients with this alliance. Tumors with higher TCF12 and MALAT1 gene expressions alongside increased β-catenin gene expressions were classified as having a “Pan-CMS-2 pattern”, showing relatively better prognoses. Conversely, tumors with high TCF12, MALAT1, and cyclin D1 gene expressions but low β-catenin expression were categorized as “TMBC pattern”, associated with poor survival, with survival rates dropping sharply from 60% at one year to 30% at three years. This suggests that targeting cyclin D1-associated CDK4/6 could potentially reduce early mortality risks in TMBC patients, supporting personalized medicine approaches.
- Open Access
- 1 October 2024
- Published by Wolters Kluwer Health in Journal of Cancer Research and Practice
- Vol. 11 (4) , 148-150
The Role of Pulmonary Metastasectomy in Breast Cancer with Limited Progression Following CDK4/6 Inhibitor Therapy: A Case Report
Metastatic breast cancer is primarily managed with systemic therapy; however, the role of pulmonary metastasectomy (PM) in patients with pulmonary oligometastases remains uncertain. We present the case of a 56-year-old postmenopausal woman who developed lung and bone metastases 4 years after resection of her primary tumor. Due to the progression of pulmonary metastasis following combined therapy with ribociclib and fulvestrant for advanced disease, she underwent PM, which histologically confirmed breast cancer metastasis. Following the procedure, she continued the same combined therapy and achieved stable disease. This case highlights that PM can aid in the accurate differential diagnosis of lung nodules in breast cancer patients. For selected individuals, particularly those with limited progression following CDK4/6 inhibitor therapy, PM may be considered an additional treatment option.
- 1 October 2024
- Published by Wolters Kluwer Health in Journal of Cancer Research and Practice
- Vol. 11 (4) , 148-150
Open AccessThe Role of Pulmonary Metastasectomy in Breast Cancer with Limited Progression Following CDK4/6 Inhibitor Therapy: A Case Report
Metastatic breast cancer is primarily managed with systemic therapy; however, the role of pulmonary metastasectomy (PM) in patients with pulmonary oligometastases remains uncertain. We present the case of a 56-year-old postmenopausal woman who developed lung and bone metastases 4 years after resection of her primary tumor. Due to the progression of pulmonary metastasis following combined therapy with ribociclib and fulvestrant for advanced disease, she underwent PM, which histologically confirmed breast cancer metastasis. Following the procedure, she continued the same combined therapy and achieved stable disease. This case highlights that PM can aid in the accurate differential diagnosis of lung nodules in breast cancer patients. For selected individuals, particularly those with limited progression following CDK4/6 inhibitor therapy, PM may be considered an additional treatment option.
- Open Access
- 3 May 2024
- Published by Impact Journals, LLC in Aging
- Vol. 16 (9) , 7889-7901
Predictive value of FCGBP expression for treatment response and survival in rectal cancer patients undergoing chemoradiotherapy
Despite neoadjuvant chemoradiotherapy (CRT) being the established standard for treating advanced rectal cancer, clinical outcomes remain suboptimal, necessitating the identification of predictive biomarkers for improved treatment decisions. Previous studies have hinted at the oncogenic properties of the Fc fragment of IgG binding protein (FCGBP) in various cancers; however, its clinical significance in rectal cancer remains unclear. In this study, we first conducted an analysis of a public transcriptome comprising 46 rectal cancer patients. Focusing on cell adhesion during data mining, we identified FCGBP as the most upregulated gene associated with CRT resistance. Subsequently, we assessed FCGBP immunointensity using immunohistochemical staining on 343 rectal cancer tissue blocks. Elevated FCGBP immunointensity correlated with lymph node involvement before treatment (p = 0.001), tumor invasion, and lymph node involvement after treatment (both p < 0.001), vascular invasion (p = 0.001), perineural invasion (p = 0.041), and reduced tumor regression (p < 0.001). Univariate analysis revealed a significant association between high FCGBP immunoexpression and inferior disease-specific survival, local recurrence-free survival, and metastasis-free survival (all p ≤ 0.0002). Furthermore, high FCGBP immunoexpression independently emerged as an unfavorable prognostic factor for all three survival outcomes in the multivariate analysis (all p ≤ 0.025). Enriched pathway analysis substantiated the role of FCGBP in conferring resistance to radiation. In summary, our findings suggest that elevated FCGBP immunoexpression in rectal cancer significantly correlates with a poor response to CRT and diminished patient survival. FCGBP holds promise as a valuable prognostic biomarker for rectal cancer patients undergoing CRT.
- 3 May 2024
- Published by Impact Journals, LLC in Aging
- Vol. 16 (9) , 7889-7901
Open AccessPredictive value of FCGBP expression for treatment response and survival in rectal cancer patients undergoing chemoradiotherapy
Despite neoadjuvant chemoradiotherapy (CRT) being the established standard for treating advanced rectal cancer, clinical outcomes remain suboptimal, necessitating the identification of predictive biomarkers for improved treatment decisions. Previous studies have hinted at the oncogenic properties of the Fc fragment of IgG binding protein (FCGBP) in various cancers; however, its clinical significance in rectal cancer remains unclear. In this study, we first conducted an analysis of a public transcriptome comprising 46 rectal cancer patients. Focusing on cell adhesion during data mining, we identified FCGBP as the most upregulated gene associated with CRT resistance. Subsequently, we assessed FCGBP immunointensity using immunohistochemical staining on 343 rectal cancer tissue blocks. Elevated FCGBP immunointensity correlated with lymph node involvement before treatment (p = 0.001), tumor invasion, and lymph node involvement after treatment (both p < 0.001), vascular invasion (p = 0.001), perineural invasion (p = 0.041), and reduced tumor regression (p < 0.001). Univariate analysis revealed a significant association between high FCGBP immunoexpression and inferior disease-specific survival, local recurrence-free survival, and metastasis-free survival (all p ≤ 0.0002). Furthermore, high FCGBP immunoexpression independently emerged as an unfavorable prognostic factor for all three survival outcomes in the multivariate analysis (all p ≤ 0.025). Enriched pathway analysis substantiated the role of FCGBP in conferring resistance to radiation. In summary, our findings suggest that elevated FCGBP immunoexpression in rectal cancer significantly correlates with a poor response to CRT and diminished patient survival. FCGBP holds promise as a valuable prognostic biomarker for rectal cancer patients undergoing CRT.
- Open Access
- 31 October 2022
- Published by MDPI AG in International Journal of Molecular Sciences
- Vol. 23 (21) , 13277
PD-L1 Expression in High-Risk Early-Stage Colorectal Cancer—Its Clinical and Biological Significance in Immune Microenvironment
Programmed death-ligand 1 (PD-L1) is an immune checkpoint molecule that can regulate immune responses in the tumor microenvironment (TME); however, the clinical applications of PD-L1 in early-stage colorectal cancer (CRC) remain unclear. In this study, we aimed to investigate the relationship between PD-L1 expression and survival outcome and explore its relevant immune responses in CRC. PD-L1 expression was evaluated by immunohistochemical staining to determine the tumor proportion score and combined positive score (CPS) in a Taiwanese CRC cohort. The oncomine immune response research assay was conducted for immune gene expression analyses. CRC datasets from the TCGA database were reappraised for PD-L1-associated gene enrichment analyses using GSEA. The high expression of PD-L1 (CPS ≥ 5) was associated with longer recurrence-free survival (p = 0.031) and was an independent prognostic factor as revealed by multivariate analysis. High PD-L1 expression was related to six immune-related gene signatures, and CXCL9 is the most significant overexpressed gene in differential analyses. High CXCL9 expression correlated with increased infiltration levels of immune cells in the TME, including CD8+ T lymphocytes and M1 macrophages. These findings suggest that high PD-L1 expression is a prognostic factor of early-stage CRC, and CXCL9 may play a key role in regulating PD-L1 expression.
- 31 October 2022
- Published by MDPI AG in International Journal of Molecular Sciences
- Vol. 23 (21) , 13277
Open AccessPD-L1 Expression in High-Risk Early-Stage Colorectal Cancer—Its Clinical and Biological Significance in Immune Microenvironment
Programmed death-ligand 1 (PD-L1) is an immune checkpoint molecule that can regulate immune responses in the tumor microenvironment (TME); however, the clinical applications of PD-L1 in early-stage colorectal cancer (CRC) remain unclear. In this study, we aimed to investigate the relationship between PD-L1 expression and survival outcome and explore its relevant immune responses in CRC. PD-L1 expression was evaluated by immunohistochemical staining to determine the tumor proportion score and combined positive score (CPS) in a Taiwanese CRC cohort. The oncomine immune response research assay was conducted for immune gene expression analyses. CRC datasets from the TCGA database were reappraised for PD-L1-associated gene enrichment analyses using GSEA. The high expression of PD-L1 (CPS ≥ 5) was associated with longer recurrence-free survival (p = 0.031) and was an independent prognostic factor as revealed by multivariate analysis. High PD-L1 expression was related to six immune-related gene signatures, and CXCL9 is the most significant overexpressed gene in differential analyses. High CXCL9 expression correlated with increased infiltration levels of immune cells in the TME, including CD8+ T lymphocytes and M1 macrophages. These findings suggest that high PD-L1 expression is a prognostic factor of early-stage CRC, and CXCL9 may play a key role in regulating PD-L1 expression.
- Open Access
- 29 April 2022
- Published by Spandidos Publications in Oncology Letters
- Vol. 23 (6) , 1-10
Role of high ubiquitin‑conjugating enzyme E2 expression as a prognostic factor in nasopharyngeal carcinoma
The incidence of nasopharyngeal carcinoma (NPC) in Southeast Asia and Taiwan is high due to epidemiological factors. Cisplatin‑based chemoradiotherapy is an important treatment strategy with excellent outcomes for patients with NPC. However, the outcomes for patients who are refractory to cisplatin‑based therapy are poor. Methods for risk stratification of patients with NPC undergoing cisplatin‑based chemoradiotherapy require to be investigated. A previous study indicated that ubiquitin‑conjugating enzyme E2 B (UBE2B) was able to regulate alkylating drug sensitivity in NPC cells. In the present study, the clinical significance of UBE2B expression in patients with NPC was analyzed. Analysis of the two available NPC datasets containing the UBE2B expression profile (GSE12452 and GSE68799) was performed to evaluate the UBE2B expression levels in NPC tissues compared with nasopharyngeal mucosal epithelial tissues. Furthermore, immunohistochemical staining was performed using anti‑UBE2B antibodies on samples from 124 patients with NPC who underwent cisplatin‑based chemoradiotherapy. Disease‑specific survival (DSS), distant metastatic‑free survival (DMeFS) and local recurrence‑free survival (LRFS) of patients with high and low UBE2B expression was analyzed. Furthermore, the associations between UBE2B expression and the biological behavior of NPC cells were investigated in vitro. Using public NPC datasets and in vitro studies, it was identified that UBE2B expression levels were increased in NPC tumor tissues compared with those in mucosal epithelial tissues. The cell proliferation ability was decreased in UBE2B‑deficient NPC cells as compared with that in UBE2B‑proficient cells. Immunohistochemical analysis of 124 NPC tissues from patients who underwent cisplatin‑based chemoradiotherapy indicated that high UBE2B expression levels were associated with poor DSS, DMeFS and LRFS. Multivariate regression analysis of factors influencing survival also confirmed that high UBE2B expression levels were a statistically significant independent risk factor for poor clinical outcomes in terms of DSS [hazard ratio (HR), 1.955; 95% CI 1.164‑3.282], DMeFS (HR, 2.141; 95% CI 1.206‑3.801) and LRFS (HR, 2.557; 95 CI 1.313‑4.981). In vitro analysis indicated that O6‑methylguanine‑DNA methyltransferase attenuated cisplatin sensitivity induced by knockdown of UBE2B in NPC cells. In conclusion, the present study demonstrated that high UBE2B expression is associated with poor clinical outcomes for patients with NPC treated with cisplatin‑based chemoradiotherapy.
- 29 April 2022
- Published by Spandidos Publications in Oncology Letters
- Vol. 23 (6) , 1-10
Open AccessRole of high ubiquitin‑conjugating enzyme E2 expression as a prognostic factor in nasopharyngeal carcinoma
The incidence of nasopharyngeal carcinoma (NPC) in Southeast Asia and Taiwan is high due to epidemiological factors. Cisplatin‑based chemoradiotherapy is an important treatment strategy with excellent outcomes for patients with NPC. However, the outcomes for patients who are refractory to cisplatin‑based therapy are poor. Methods for risk stratification of patients with NPC undergoing cisplatin‑based chemoradiotherapy require to be investigated. A previous study indicated that ubiquitin‑conjugating enzyme E2 B (UBE2B) was able to regulate alkylating drug sensitivity in NPC cells. In the present study, the clinical significance of UBE2B expression in patients with NPC was analyzed. Analysis of the two available NPC datasets containing the UBE2B expression profile (GSE12452 and GSE68799) was performed to evaluate the UBE2B expression levels in NPC tissues compared with nasopharyngeal mucosal epithelial tissues. Furthermore, immunohistochemical staining was performed using anti‑UBE2B antibodies on samples from 124 patients with NPC who underwent cisplatin‑based chemoradiotherapy. Disease‑specific survival (DSS), distant metastatic‑free survival (DMeFS) and local recurrence‑free survival (LRFS) of patients with high and low UBE2B expression was analyzed. Furthermore, the associations between UBE2B expression and the biological behavior of NPC cells were investigated in vitro. Using public NPC datasets and in vitro studies, it was identified that UBE2B expression levels were increased in NPC tumor tissues compared with those in mucosal epithelial tissues. The cell proliferation ability was decreased in UBE2B‑deficient NPC cells as compared with that in UBE2B‑proficient cells. Immunohistochemical analysis of 124 NPC tissues from patients who underwent cisplatin‑based chemoradiotherapy indicated that high UBE2B expression levels were associated with poor DSS, DMeFS and LRFS. Multivariate regression analysis of factors influencing survival also confirmed that high UBE2B expression levels were a statistically significant independent risk factor for poor clinical outcomes in terms of DSS [hazard ratio (HR), 1.955; 95% CI 1.164‑3.282], DMeFS (HR, 2.141; 95% CI 1.206‑3.801) and LRFS (HR, 2.557; 95 CI 1.313‑4.981). In vitro analysis indicated that O6‑methylguanine‑DNA methyltransferase attenuated cisplatin sensitivity induced by knockdown of UBE2B in NPC cells. In conclusion, the present study demonstrated that high UBE2B expression is associated with poor clinical outcomes for patients with NPC treated with cisplatin‑based chemoradiotherapy.
- Open Access
- 1 February 2022
- Published by MDPI AG in Biomedicines
- Vol. 10 (2) , 340
A Prediction Model for Tumor Recurrence in Stage II–III Colorectal Cancer Patients: From a Machine Learning Model to Genomic Profiling
Background: Colorectal cancer (CRC) is one of the most prevalent malignant diseases worldwide. Risk prediction for tumor recurrence is important for making effective treatment decisions and for the survival outcomes of patients with CRC after surgery. Herein, we aimed to explore a prediction algorithm and the risk factors for postoperative tumor recurrence using a machine learning (ML) approach with standardized pathology reports for patients with stage II and III CRC. Methods: Pertinent clinicopathological features were compiled from medical records and standardized pathology reports of patients with stage II and III CRC. Four ML models based on logistic regression (LR), random forest (RF), classification and regression decision trees (CARTs), and support vector machine (SVM) were applied for the development of the prediction algorithm. The area under the curve (AUC) of the ML models was determined in order to compare the prediction accuracy. Genomic studies were performed using a panel-targeted next-generation sequencing approach. Results: A total of 1073 patients who received curative intent surgery at the National Cheng Kung University Hospital between January 2004 and January 2019 were included. Based on conventional statistical methods, chemotherapy (p = 0.003), endophytic tumor configuration (p = 0.008), TNM stage III disease (p < 0.001), pT4 (p < 0.001), pN2 (p < 0.001), increased numbers of lymph node metastases (p < 0.001), higher lymph node ratios (LNR) (p < 0.001), lymphovascular invasion (p < 0.001), perineural invasion (p < 0.001), tumor budding (p = 0.004), and neoadjuvant chemoradiotherapy (p = 0.025) were found to be correlated with the tumor recurrence of patients with stage II–III CRC. While comparing the performance of different ML models for predicting cancer recurrence, the AUCs for LR, RF, CART, and SVM were found to be 0.678, 0.639, 0.593, and 0.581, respectively. The LR model had a better accuracy value of 0.87 and a specificity value of 1 in the testing set. Two prognostic factors, age and LNR, were selected by multivariable analysis and the four ML models. In terms of age, older patients received fewer cycles of chemotherapy and radiotherapy (p < 0.001). Right-sided colon tumors (p = 0.002), larger tumor sizes (p = 0.008) and tumor volumes (p = 0.049), TNM stage II disease (p < 0.001), and advanced pT3–4 stage diseases (p = 0.04) were found to be correlated with the older age of patients. However, pN2 diseases (p = 0.005), lymph node metastasis number (p = 0.001), LNR (p = 0.004), perineural invasion (p = 0.018), and overall survival rate (p < 0.001) were found to be decreased in older patients. Furthermore, PIK3CA and DNMT3A mutations (p = 0.032 and 0.039, respectively) were more frequently found in older patients with stage II–III CRC compared to their younger counterparts. Conclusions: This study demonstrated that ML models have a comparable predictive power for determining cancer recurrence in patients with stage II–III CRC after surgery. Advanced age and high LNR were significant risk factors for cancer recurrence, as determined by ML algorithms and multivariable analyses. Distinctive genomic profiles may contribute to discrete clinical behaviors and survival outcomes between patients of different age groups. Studies incorporating complete molecular and genomic profiles in cancer prediction models are beneficial for patients with stage II–III CRC.
- 1 February 2022
- Published by MDPI AG in Biomedicines
- Vol. 10 (2) , 340
Open AccessA Prediction Model for Tumor Recurrence in Stage II–III Colorectal Cancer Patients: From a Machine Learning Model to Genomic Profiling
Background: Colorectal cancer (CRC) is one of the most prevalent malignant diseases worldwide. Risk prediction for tumor recurrence is important for making effective treatment decisions and for the survival outcomes of patients with CRC after surgery. Herein, we aimed to explore a prediction algorithm and the risk factors for postoperative tumor recurrence using a machine learning (ML) approach with standardized pathology reports for patients with stage II and III CRC. Methods: Pertinent clinicopathological features were compiled from medical records and standardized pathology reports of patients with stage II and III CRC. Four ML models based on logistic regression (LR), random forest (RF), classification and regression decision trees (CARTs), and support vector machine (SVM) were applied for the development of the prediction algorithm. The area under the curve (AUC) of the ML models was determined in order to compare the prediction accuracy. Genomic studies were performed using a panel-targeted next-generation sequencing approach. Results: A total of 1073 patients who received curative intent surgery at the National Cheng Kung University Hospital between January 2004 and January 2019 were included. Based on conventional statistical methods, chemotherapy (p = 0.003), endophytic tumor configuration (p = 0.008), TNM stage III disease (p < 0.001), pT4 (p < 0.001), pN2 (p < 0.001), increased numbers of lymph node metastases (p < 0.001), higher lymph node ratios (LNR) (p < 0.001), lymphovascular invasion (p < 0.001), perineural invasion (p < 0.001), tumor budding (p = 0.004), and neoadjuvant chemoradiotherapy (p = 0.025) were found to be correlated with the tumor recurrence of patients with stage II–III CRC. While comparing the performance of different ML models for predicting cancer recurrence, the AUCs for LR, RF, CART, and SVM were found to be 0.678, 0.639, 0.593, and 0.581, respectively. The LR model had a better accuracy value of 0.87 and a specificity value of 1 in the testing set. Two prognostic factors, age and LNR, were selected by multivariable analysis and the four ML models. In terms of age, older patients received fewer cycles of chemotherapy and radiotherapy (p < 0.001). Right-sided colon tumors (p = 0.002), larger tumor sizes (p = 0.008) and tumor volumes (p = 0.049), TNM stage II disease (p < 0.001), and advanced pT3–4 stage diseases (p = 0.04) were found to be correlated with the older age of patients. However, pN2 diseases (p = 0.005), lymph node metastasis number (p = 0.001), LNR (p = 0.004), perineural invasion (p = 0.018), and overall survival rate (p < 0.001) were found to be decreased in older patients. Furthermore, PIK3CA and DNMT3A mutations (p = 0.032 and 0.039, respectively) were more frequently found in older patients with stage II–III CRC compared to their younger counterparts. Conclusions: This study demonstrated that ML models have a comparable predictive power for determining cancer recurrence in patients with stage II–III CRC after surgery. Advanced age and high LNR were significant risk factors for cancer recurrence, as determined by ML algorithms and multivariable analyses. Distinctive genomic profiles may contribute to discrete clinical behaviors and survival outcomes between patients of different age groups. Studies incorporating complete molecular and genomic profiles in cancer prediction models are beneficial for patients with stage II–III CRC.
- Open Access
- 8 December 2021
- Published by MDPI AG in Diagnostics
- Vol. 11 (12) , 2308
Association between Altered Oncogenic Signaling Pathways and Overall Survival of Patients with Metastatic Colorectal Cancer
Systemic characterization of genomic alterations into signaling pathways helps to understand the molecular pathogenies of colorectal cancer; however, their clinical implications remain unclear. Here, 128 patients with metastatic colorectal cancer (mCRC) receiving targeted next generation sequencing were retrospectively enrolled to analyze the impact of altered oncogenic pathways on clinical outcome. The datasets from Memorial Sloan Kettering Cancer Center were used for validation. In 123 patients with non-MSI-high tumor, the most common mutated gene was TP53 (84.6%), followed by APC (78.0%), KRAS (49.6%), and SMAD4 (22.8%). When mutated genes were allocated into signaling pathways defined as The Cancer Genome Atlas Pan-Cancer Analysis Project, alterations of cell cycle, Wnt, p53, RTK-RAS, PI3K, TGF-β, Notch, and Myc pathways were identified in 88%, 87%, 85%, 75%, 28%, 26%, 17%, and 10% of mCRC tissues, respectively. The survival analyses revealed that Myc and TGF-β pathway alterations were associated with a shorter overall survival (OS) (hazard ratio [HR]: 2.412; 95% confidence interval [CI]: 1.139–5.109; p = 0.018 and HR: 2.754; 95% CI: 1.044–7.265; p = 0.033, respectively). The negative prognostic impact of altered TGF-β pathway was maintained in patients receiving an anti-EGFR antibody. The OS of patients with mCRC carrying MYC and BRAF mutation was shorter than those with either MYC or BRAF mutation (HR: 4.981, 95% CI: 0.296–83.92; p = 0.02). These findings have clinical implications, such as prognosis prediction, treatment guidance, and molecular-targeted therapy development.
- 8 December 2021
- Published by MDPI AG in Diagnostics
- Vol. 11 (12) , 2308
Open AccessAssociation between Altered Oncogenic Signaling Pathways and Overall Survival of Patients with Metastatic Colorectal Cancer
Systemic characterization of genomic alterations into signaling pathways helps to understand the molecular pathogenies of colorectal cancer; however, their clinical implications remain unclear. Here, 128 patients with metastatic colorectal cancer (mCRC) receiving targeted next generation sequencing were retrospectively enrolled to analyze the impact of altered oncogenic pathways on clinical outcome. The datasets from Memorial Sloan Kettering Cancer Center were used for validation. In 123 patients with non-MSI-high tumor, the most common mutated gene was TP53 (84.6%), followed by APC (78.0%), KRAS (49.6%), and SMAD4 (22.8%). When mutated genes were allocated into signaling pathways defined as The Cancer Genome Atlas Pan-Cancer Analysis Project, alterations of cell cycle, Wnt, p53, RTK-RAS, PI3K, TGF-β, Notch, and Myc pathways were identified in 88%, 87%, 85%, 75%, 28%, 26%, 17%, and 10% of mCRC tissues, respectively. The survival analyses revealed that Myc and TGF-β pathway alterations were associated with a shorter overall survival (OS) (hazard ratio [HR]: 2.412; 95% confidence interval [CI]: 1.139–5.109; p = 0.018 and HR: 2.754; 95% CI: 1.044–7.265; p = 0.033, respectively). The negative prognostic impact of altered TGF-β pathway was maintained in patients receiving an anti-EGFR antibody. The OS of patients with mCRC carrying MYC and BRAF mutation was shorter than those with either MYC or BRAF mutation (HR: 4.981, 95% CI: 0.296–83.92; p = 0.02). These findings have clinical implications, such as prognosis prediction, treatment guidance, and molecular-targeted therapy development.