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Addressing Class Overlap in Sonic Hedgehog Medulloblastoma Molecular Subtypes Classification Using Under-Sampling and SVD-Enhanced Multinomial Regression
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作者 Isra Mohammed Mohamed Elhafiz M.Musa +4 位作者 Murtada K.Elbashir Ayman Mohamed Mostafa Amin Ibrahim Adam Mahmood A.Mahmood Areeg S.Faggad 《Computers, Materials & Continua》 2025年第8期3749-3763,共15页
Sonic Hedgehog Medulloblastoma(SHH-MB)is one of the four primary molecular subgroups of Medulloblastoma.It is estimated to be responsible for nearly one-third of allMB cases.Using transcriptomic and DNA methylation pr... Sonic Hedgehog Medulloblastoma(SHH-MB)is one of the four primary molecular subgroups of Medulloblastoma.It is estimated to be responsible for nearly one-third of allMB cases.Using transcriptomic and DNA methylation profiling techniques,new developments in this field determined four molecular subtypes for SHH-MB.SHH-MB subtypes show distinct DNAmethylation patterns that allow their discrimination fromoverlapping subtypes and predict clinical outcomes.Class overlapping occurs when two or more classes share common features,making it difficult to distinguish them as separate.Using the DNA methylation dataset,a novel classification technique is presented to address the issue of overlapping SHH-MBsubtypes.Penalizedmultinomial regression(PMR),Tomek links(TL),and singular value decomposition(SVD)were all smoothly integrated into a single framework.SVD and group lasso improve computational efficiency,address the problem of high-dimensional datasets,and clarify class distinctions by removing redundant or irrelevant features that might lead to class overlap.As a method to eliminate the issues of decision boundary overlap and class imbalance in the classification task,TL enhances dataset balance and increases the clarity of decision boundaries through the elimination of overlapping samples.Using fivefold cross-validation,our proposed method(TL-SVDPMR)achieved a remarkable overall accuracy of almost 95%in the classification of SHH-MB molecular subtypes.The results demonstrate the strong performance of the proposed classification model among the various SHH-MB subtypes given a high average of the area under the curve(AUC)values.Additionally,the statistical significance test indicates that TL-SVDPMR is more accurate than both SVM and random forest algorithms in classifying the overlapping SHH-MB subtypes,highlighting its importance for precision medicine applications.Our findings emphasized the success of combining SVD,TL,and PMRtechniques to improve the classification performance for biomedical applications with many features and overlapping subtypes. 展开更多
关键词 Class overlap SHH-MB molecular subtypes UNDER-SAMPLING singular value decomposition penalized multinomial regression DNA methylation profiles
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Identification ofMolecular Subtypes and Prognostic Features for Triple-Negative Breast Cancer Based on Golgi Apparatus-Related Gene Signature
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作者 Zhun Yu Jie Wang Guoping Xu 《Oncology Research》 2025年第8期2013-2035,共23页
Objectives:Triple-negative breast cancer(TNBC)presents a major treatment challenge due to its aggressive behavior.The dysfunction of the Golgi apparatus(GA)contributes to the development of various cancers.This study ... Objectives:Triple-negative breast cancer(TNBC)presents a major treatment challenge due to its aggressive behavior.The dysfunction of the Golgi apparatus(GA)contributes to the development of various cancers.This study aimed to utilize GA-related genes(GARGs)to forecast the prognosis and immune profile of TNBC.Methods:The data were downloaded from The Cancer Genome Atlas(TCGA)database,including 175 TNBC and 99 healthy samples.The differentially expressed GARGs(DEGARGs)were analyzed using the TCGA biolinks package.The patients with TNBC were classified into two clusters utilizing the ConsensusClusterPlus package according to prognosis-related DEGARGs,followed by comparing the differences in prognosis and immune infiltration between the two clusters.Next,LASSO and stepwise Cox regression were applied to establish a GARGs signature to forecast the TNBC prognosis.The association of the GARGs signature with immune infiltrates and drug sensitivity was further explored.Results:In total,430 DEGARGs were identified between TNBC and healthy samples,among which 20 were related to TNBC prognosis.Two GARG-related molecular clusters associated with different survival times and immune heterogeneity were identified.A risk model for TNBC was established based on six GARGs,and the high-risk(HR)group exhibited a poor prognosis.The HR group demonstrated a distinctly high M2 macrophage infiltration and low M1 macrophage infiltration,which contributed to an immunosuppressive tumor microenvironment and thus led to poor prognosis of the HR group.Immune dysfunction scores and programmed cell death ligand 1(PD-L1)expression were substantially elevated in the HR group.The HR group showed increased sensitivity to anticancer drugs,such as cisplatin.Conclusion:Our findings suggest that GARGs are involved in the pathogenesis of TNBC and provide new insights into prognostic prediction.The identified clusters and GARGs signatures have the potential to guide individualized therapy. 展开更多
关键词 Triple-negative breast cancer(TNBC) Golgi apparatus(GA) prognostic model molecular subtypes drug sensitivity
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Stability and variability of molecular subtypes:comparative analysis of primary and metastatic triple-negative breast cancer
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作者 Xiuzhi Zhu Xiaohan Ying +6 位作者 Yin Liu Yunyi Wang Li Chen Zhiming Shao Xi Jin Yizhou Jiang Zhonghua Wang 《Cancer Biology & Medicine》 SCIE CAS CSCD 2024年第9期784-798,共15页
Objective:Triple-negative breast cancer(TNBC)is a heterogeneous and aggressive cancer.Although our previous study classified primary TNBC into four subtypes,comprehensive longitudinal investigations are lacking.Method... Objective:Triple-negative breast cancer(TNBC)is a heterogeneous and aggressive cancer.Although our previous study classified primary TNBC into four subtypes,comprehensive longitudinal investigations are lacking.Methods:We assembled a large-scale,real-world cohort comprised of 880 TNBC patients[465 early-stage TNBC(eTNBC)and 415 metastatic TNBC(mTNBC)patients]who were treated at Fudan University Shanghai Cancer Center.The longitudinal dynamics of TNBC subtypes during disease progression were elucidated in this patient cohort.Comprehensive analysis was performed to compare primary and metastatic lesions within specific TNBC subtypes.Results:The recurrence and metastasis rates within 3 years after initial diagnosis in the eTNBC cohort were 10.1%(47/465).The median overall survival(OS)in the mTNBC cohort was 27.2 months[95%confidence interval(CI),24.4–30.2 months],which indicated a poor prognosis.The prognostic significance of the original molecular subtypes in both eTNBC and mTNBC patients was confirmed.Consistent molecular subtypes were maintained in 77.5%of the patients throughout disease progression with the mesenchymal-like(MES)subtype demonstrating a tendency for subtype transition and brain metastasis.Additionally,a precision treatment strategy based on the metastatic MES subtype of target lesions resulted in improved progression-free survival in the FUTURE trial.Conclusions:Our longitudinal study comprehensively revealed the clinical characteristics and survival of patients with the original TNBC subtypes and validated the consistency of most molecular subtypes throughout disease progression.However,we emphasize the major importance of repeat pathologic confirmation of the MES subtype. 展开更多
关键词 Triple-negative breast cancer molecular subtype METASTASIS primary tumor overall survival
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Identification of prognostic molecular subtypes and model based on CD8+ T cells for lung adenocarcinoma
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作者 HONGMIN CAO YING XUE +3 位作者 FEI WANG GUANGYAO LI YULAN ZHEN JINGWEN GUO 《BIOCELL》 SCIE 2024年第3期473-490,共18页
Background:Cytotoxic T lymphocytes(CD8+T)cells function critically in mediating anti-tumor immune response in cancer patients.Characterizing the specific functions of CD8+T cells in lung adenocarcinoma(LUAD)could help ... Background:Cytotoxic T lymphocytes(CD8+T)cells function critically in mediating anti-tumor immune response in cancer patients.Characterizing the specific functions of CD8+T cells in lung adenocarcinoma(LUAD)could help better understand local anti-tumor immune responses and estimate the effect of immunotherapy.Methods:Gens related to CD8+T cells were identified by cluster analysis based on the single-cell sequencing data of three LUAD tissues and their paired normal tissues.Weighted gene co-expression network analysis(WGCNA),consensus clustering,differential expression analysis,least absolute shrinkage and selection operator(LASSO)and Cox regression analysis were conducted to classify molecular subtypes for LUAD and to develop a risk model using prognostic genes related to CD8+T cells.Expression of the genes in the prognostic model,their effects on tumor cell invasion,and interactions with CD8+T cells were verified by cell experiments.Results:This study defined two LUAD clusters(CD8+0 and CD8+1)based on CD8+T cells,with cluster CD8+0 being significantly associated with the prognosis of LUAD.Three heterogeneous subtypes(clusters 1,2,and 3)differing in prognosis,genome mutation events,and immune status were categorized using 42 prognostic genes.A prognostic model created based on 11 significant genes(including CD200R1,CLEC17A,ZC3H12D,GNG7,SNX30,CDCP1,NEIL3,IGF2BP1,RHOV,ABCC2,and KRT81)was able to independently estimate the death risk for patients in different LUAD cohorts.Moreover,the model also showed general applicability in external validation cohorts.Low-risk patients could benefit more from taking immunotherapy and were significantly related to the resistance to anticancer drugs.The results from cell experiments demonstrated that the expression of CD200R1,CLEC17A,ZC3H12D,GNG7,and SNX30 was significantly downregulated,while that of CDCP1,NEIL3,IGF2BP1,RHOV,ABCC2 and KRT81 was upregulated in LUAD cells.Inhibition of CD200R1 greatly increased the invasiveness of the LUAD cells,but inhibiting CDCP1 expression weakened the invasion ability of LUAD cells.Conclusion:This study defined two prognostic CD8+T cell clusters and classified three heterogeneous molecular subtypes for LUAD.A prognostic model predictive of the potential effects of immunotherapy on LUAD patients was developed. 展开更多
关键词 CD8+T cell Lung adenocarcinoma molecular subtype Prognostic model IMMUNOTHERAPY
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The prognostic role of circulating tumor DNA across breast cancer molecular subtypes:A systematic review and meta-analysis
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作者 Nana Guo Qingxin Zhou +7 位作者 Meng Zhang Xiaowei Chen Baoqi Zeng Shanshan Wu Hongmei Zeng Mopei Wang Fei Ma Feng Sun 《Journal of the National Cancer Center》 2024年第2期153-161,共9页
Objective:Circulating tumor DNA(ctDNA)is increasingly being used as a potential prognostic biomarker in cancer patients.We aimed to assess the prognostic value of ctDNA in different subtypes of breast cancer patients ... Objective:Circulating tumor DNA(ctDNA)is increasingly being used as a potential prognostic biomarker in cancer patients.We aimed to assess the prognostic value of ctDNA in different subtypes of breast cancer patients throughout the whole treatment cycle.Materials and methods:PubMed,Web of Science,Embase,Cochrane Library,Scopus,and clinical trials.gov databases were searched from January 2016 to May 2022.The following search terms were used:ctDNA OR circulating tumor DNA AND breast cancer OR breast carcinoma.Only studies written in English were included.The following pre-specified criteria should be met for inclusion:(i)original articles,conference abstracts,etc.;(ii)patients with breast cancer;(iii)ctDNA measurement;and(iv)clinical outcome data such as recurrence-free survival(RFS)and overall survival(OS).The random-effects model was preferred considering the potential het-erogeneity across studies.The main outcomes are ctDNA detection rate and postoperative long-term outcomes(RFS and OS).Results:A total of 24 studies were screened.At every measurement time,the ctDNA detection rate of the HR+subgroup was similar to that of the HR-subgroup(P=0.075;P=0.458;P=0.744;and P=0.578),and the ctDNA detection rate of the HER2+subgroup was similar to that of the HER2-subgroup(P=0.805;P=0.271;P=0.807;and P=0.703).In the HR+subgroup,RFS and OS of ctDNA positive patients were similar to those of ctDNA negative patients(P=0.589 and P=0.110),while RFS and OS of the ctDNA positive group was significantly shorter than those of the ctDNA negative patients in the HR-subgroup(HR=4.03,P<0.001;HR=3.21,P<0.001).According to HER grouping,the results were the same as above.In the triple negative breast cancer(TNBC)subgroup,the RFS and OS of ctDNA-positive patients was significantly shorter than of the ctDNA negative patients before and after surgery.Conclusions:ctDNA was more predictive of recurrence-free survival and overall survival in the HR-subgroup than in the HR+subgroup,and the same result was showed in the HER2-subgroup vs.HER2+subgroup.The prognosis of the TNBC subtype is closely related to ctDNA before and after surgery. 展开更多
关键词 CTDNA Breast cancer molecular subtype RFS OS
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Ki-67 as a prognostic marker according to breast cancer molecular subtype 被引量:24
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作者 Nahed A.Soliman Shaimaa M.Yussif 《Cancer Biology & Medicine》 SCIE CAS CSCD 2016年第4期496-504,共9页
Objective: Ki-67 plays an important function in cell division, but its exact role is still unknown. Moreover, few works regarding its overall function were published. The present study evaluated the clinical significa... Objective: Ki-67 plays an important function in cell division, but its exact role is still unknown. Moreover, few works regarding its overall function were published. The present study evaluated the clinical significance of Ki-67 index as a prognostic marker and predictor of recurrence in different molecular subtypes of breast cancer. The relationship of Ki-67 index with different clinicopathological factors was also analyzed.Methods: Ki-67 index was measured in 107 cases of primary breast cancer from 2010-2012. These patients were evaluated for estrogen receptor, progesterone receptor, and HER2. Ki-67 was divided according to percentage levels: < 15% and > 15%. Followup ranged from 32 months up to 6 years.Results: Approximately 44, 23, 15, and 25 cases were grouped as luminal A, luminal B, HER2 subtype, and triple-negative(TN),respectively. No luminal A patients showed Ki-67 level higher than 15%, and their recurrence was 20%. In luminal B group, Ki-67 level higher than 15% was observed in 69% of patients, and recurrence was 39%. In HER2 subtype, Ki-67 was higher than 15% in34% of cases, and recurrence was 40%. In triple-negative cases, Ki-67 was higher than 15% in 60% of cases, and recurrence was detected in 32% of patients. Patients with Ki-67 less than 15% displayed better overall survival than those with Ki-67 higher than15%(P = 0.01). Patients with Ki-67 higher than 15% exhibited higher incidence of metastasis and recurrence than those with Ki-67 less than 15%(P = 0.000).Conclusions: Ki-67 may be considered as a valuable biomarker in breast cancer patients. 展开更多
关键词 KI-67 PROGNOSTIC molecular subtypes breast cancer
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Clinicopathological Features of Breast Cancer with Different Molecular Subtypes in Chinese Women 被引量:8
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作者 程洪涛 黄韬 +8 位作者 王伟 岳君秋 沈娜 郭辉 李大鹏 赵群仔 易鹏飞 王瑞 王龙强 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2013年第1期117-121,共5页
A retrospective study was performed to explore the relationship between molecular subtypes and clinicopathological features of breast cancer in Chinese women. Six hundred and twenty-eight Chi- nese women with breast c... A retrospective study was performed to explore the relationship between molecular subtypes and clinicopathological features of breast cancer in Chinese women. Six hundred and twenty-eight Chi- nese women with breast cancer were classified into four molecular subtypes according to their estrogen receptor (ER), progesterone receptor (PR) and Her-2 status. The prevalence rate of each molecular sub- type was analyzed. Relationship between the subtypes and clinicopathologic features was determined. The distribution of molecular subtypes was as follows: luminal A 46.5%, luminal B 17.0%, basal 21.5%, HER2/neu 15.0%. The subtypes had no significant difference under different menopausal status. How- ever, in the age-specific groups, the age group of〈35 years was more likely to get basal cell-like cancer (36.9%). Statistically significant differences were found among molecular subtypes by age, nuclear grade, tumor size, lymph node (LN) metastasis, tumor stage by American Joint Committee on Cancer (AJCC), radiotherapy but not by chemotherapy, types of surgery. After adjusting for several relative confounding factors, the basal subtype more likely had lower nodal involvement in both the incidence of LN metastasis (〉1 positive LN) and incidence of high-volume LN metastasis (〉4 positive LN). The HER2/neu subtype had higher nodal involvement in the incidence of high-volume LN metastases. After adjusting for relative confounding factors, the HER2/neu subtype more likely had higher AJCC tumor stages. It was suggested that there existed close relationship between molecular subtypes and clinicopa- thological features of breast cancer. In addition, the breast cancer subtypes have been proven to be an independent predictor of LN involvement and AJCC tumor stage. These findings are very important for understanding the occurrence, development, prognosis and treatment of breast cancer in Chinese popu-lation. 展开更多
关键词 breast cancer molecular subtypes clinicopathological features
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MAT1 correlates with molecular subtypes and predicts poor survival in breast cancer 被引量:3
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作者 Hanxiao Xu Xianguang Bai +3 位作者 Shengnan Yu Qian Liu Richard G Pestell Kongming Wu 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2018年第3期351-363,共13页
Objective:Menage a trois 1(MAT1)is a targeting subunit of cyclin-dependent kinase-activating kinase and general transcription factor IIH kinase,which modulates cell cycle,transcription and DNA repair.Its dysregulat... Objective:Menage a trois 1(MAT1)is a targeting subunit of cyclin-dependent kinase-activating kinase and general transcription factor IIH kinase,which modulates cell cycle,transcription and DNA repair.Its dysregulation is responsible for diseases including cancers.To further explore the role of MAT1 in breast cancer,we investigated the pathways in which MAT1 might be involved,the association between MAT1 and molecular subtypes,and the role of MAT1 in clinical outcomes of breast cancer patients.Methods:We conducted immunohistochemistry staining on tissue microarray and immunofluorescence staining on sections of MAT1 stable breast cancer cells.Also,we performed Kyoto Encyclopedia of Genes and Genomes pathway analysis,correlation analysis and prognosis analysis on public databases.Results:MAT1 was involved in multiple pathways including normal physiology signaling and disease-related signaling.Furthermore,MAT1 positively correlated with the protein status of estrogen receptor and progesterone receptor,and was enriched in luminal-type and human epidermal growth factor receptor 2-enriched breast cancer in comparison with basal-like subtype at both m RNA and protein levels.Correlation analysis revealed significant association between MAT1 m RNA amount and epithelial markers,mesenchymal markers,cancer stem cell markers,apoptosis markers,transcription markers and oncogenes.Consistently,the results of immunofluorescence stain indicated that MAT1 overexpression enhanced the protein abundance of epidermal growth factor receptor,vimentin,sex determining region Y-box 2 and sine oculis homeobox homolog 1.Importantly,Kaplan-Meier Plotter analysis reflected that MAT1 could serve as a prognostic biomarker predicting worse relapse-free survival and metastasis-free survival.Conclusions:MAT1 is correlated with molecular subtypes and is associated with unfavorable prognosis for breast cancer patients. 展开更多
关键词 Menage a trois 1(MAT1) breast cancer molecular subtypes PROGNOSIS PROLIFERATION
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Drug resistance gene expression and chemotherapy sensitivity detection in Chinese women with different molecular subtypes of breast cancer 被引量:2
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作者 Jing Zhao Hailian Zhang +5 位作者 Ting Lei Juntian Liu Shichao Zhang Nan Wu Bo Sun Meng Wang 《Cancer Biology & Medicine》 SCIE CAS CSCD 2020年第4期1014-1025,共12页
Objective:The aim of the study was to identify specific chemosensitivity drugs for various molecular subtypes of breast tumors in Chinese women,by detecting the expression of drug resistance genes and by using the dru... Objective:The aim of the study was to identify specific chemosensitivity drugs for various molecular subtypes of breast tumors in Chinese women,by detecting the expression of drug resistance genes and by using the drug sensitivity test on different molecular subtypes of breast cancers.Methods:The expression of drug resistance genes including Topo Ⅱ,GST-π,P-gp,LRP,and CD133 were detected with immunohistochemistry in a tissue microarray.Drug sensitivity tests included those for paclitaxel,epirubicin,carboplatin,vinorelbine,and fluorouracil and were conducted on primary cancer tissue cells and cell lines,including the T47 D,BT-474,and MDA-MB-231 cells and human breast cancer xenografts in nude mice.Results:The different drug resistant genes Topo Ⅱ,GST-π,P-gp,and LRP were differentially expressed among different molecular subtypes of breast cancers(P<0.05).Positive expression of CD133 was highest in basal-like breast cancer(P<0.05).Kaplan-Meier survival analysis showed that positive expressions of Topo Ⅱ and CD133 both correlated with shorter disease-free survival(DFS)(P<0.05)and overall survival(P<0.05),and positive expression of LRP correlated only with shorter DFS(P<0.05).BT-474 showed chemosensitivity to paclitaxel and epirubicin,while MDA-MB-231 showed chemosensitivities to paclitaxel,epirubicin,carboplatin,and fluorouracil(T/C≤50%).The basal-like and HER2+breast cancer primary cells showed chemosensitivities to paclitaxel and epirubicin with significant differences compared with luminal breast cancer primary cells(P<0.05).Conclusions:The differential expression of drug resistance genes and the differential chemosensitivities of drugs in different molecular subtype of breast cancers suggested that individual treatment should be given for each type of breast cancer. 展开更多
关键词 Breast cancer molecular subtype CD133 drug resistant gene CHEMOSENSITIVITY
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Prognostic effect analysis of molecular subtype on young breast cancer patients 被引量:9
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作者 Hong-Liang Chen Ang Ding Fu-Wen Wang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2015年第4期428-436,共9页
Objective: To make a prognostic effect analysis of molecular subtype on young breast cancer patients.Methods: Totally 187 cases of young breast cancer patients less than 40 years old treated in Obstetrics and Gyneco... Objective: To make a prognostic effect analysis of molecular subtype on young breast cancer patients.Methods: Totally 187 cases of young breast cancer patients less than 40 years old treated in Obstetrics and Gynecology Hospital of Fudan University between June 2005 and June 2011 were included in our study. We described their clinical-pathological characteristics, disease-free survival(DFS) rate, and overall survival(OS) rate after a median follow-up period of 61 months. The factors associated with prognosis were also evaluated by univariate and multivariate analyses.Results: All patients were premenopausal, with an average age of 35.36±3.88 years old. The mean tumor size was 2.43±1.53 cm. Eighty-one cases had lymph node metastasis(43.3%), 126 cases had lymphovascular invasion(67.4%), and 125 cases had histological grade III(66.8%) disease. Twenty-seven cases(14.4%) were Luminal A subtype, 99 cases(52.9%) were Luminal B subtype, 29 cases(15.5%) were human epidermal growth factor receptor 2(HER-2) overexpression subtype, while 32 cases(17.1%) were triple negative breast cancer(TNBC) subtype according to 2013 St Gallen expert consensus. One hundred and thirty-five cases underwent mastectomy whereas 52 cases had breast-conserving surgery. One hundred and seventy-eight cases underwent adjuvant or neoadjuvant chemotherapy. Recurrence or metastasis occurred in 29 cases, 13 of which died. The 5-year DFS and OS rates were 84% and 92%. Multivariate analysis showed that nodal status(P=0.041) and molecular subtype(P=0.037) were both independent prognostic factors of DFS, while nodal status(P=0.037) and TNBC subtype(P=0.048) were both independent prognostic factors of OS. Conclusions: Molecular subtype is an independent prognostic factor of young breast cancer patients. TNBC has a high risk of relapse and death. 展开更多
关键词 molecular subtype young breast cancer prognosis
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A glycolysis-based ten-gene signature correlates with the clinical outcome, molecular subtype and IDH1 mutation in glioblastoma 被引量:5
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作者 Cong Chen Yu Shi +8 位作者 Yong Li Zhi-Cheng He Kai Zhou Xiao-Ning Zhang Kai-Di Yang Jin-Rong Wu Hsiang-Fu Kung Yi-Fang Ping Xiu-Wu Bian 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2017年第11期519-530,共12页
Reprogrammed metabolism is a hallmark of cancer. Glioblastoma(GBM) tumor cells predominantly utilize aerobic glycolysis for the biogenesis of energy and intermediate nutrients. However, in GBM, the clinical signific... Reprogrammed metabolism is a hallmark of cancer. Glioblastoma(GBM) tumor cells predominantly utilize aerobic glycolysis for the biogenesis of energy and intermediate nutrients. However, in GBM, the clinical significance of glycolysis and its underlying relations with the molecular features such as IDH1 mutation and subtype have not been elucidated yet. Herein, based on glioma datasets including TCGA(The Cancer Genome Atlas), REMBRANDT(Repository for Molecular Brain Neoplasia Data) and GSE16011 we established a glycolytic gene expression signature score(GGESS) by incorporating ten glycolytic genes. Then we performed survival analyses and investigated the correlations between GGESS and IDH1 mutation as well as the molecular subtypes in GBMs. The results showed that GGESS independently predicted unfavorable prognosis and poor response to chemotherapy of GBM patients. Notably, GGESS was high in GBMs of mesenchymal subtype but low in IDH1-mutant GBMs. Furthermore, we found that the promoter regions of tumor-promoting glycolytic genes were hypermethylated in IDH1-mutant GBMs.Finally, we found that high GGESS also predicted poor prognosis and poor response to chemotherapy when investigating IDH1-wild type GBM patients only. Collectively, glycolysis represented by GGESS predicts unfavorable clinical outcome of GBM patients and is closely associated with mesenchymal subtype and IDH1 mutation in GBMs. 展开更多
关键词 Glycolysis Glioblastoma Prognosis IDH1 molecular subtype
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Identification of senescence-related molecular subtypes and key genes for prostate cancer 被引量:1
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作者 De-Chao Feng Wei-Zhen Zhu +4 位作者 Xu Shi Qiao Xiong Jia You Qiang Wei Lu Yang 《Asian Journal of Andrology》 SCIE CAS CSCD 2023年第2期223-229,共7页
We identified distinct senescence-related molecular subtypes and critical genes among prostate cancer(PCa)patients undergoing radical prostatectomy(RP)or radical radiotherapy(RT).We conducted all analyses using R soft... We identified distinct senescence-related molecular subtypes and critical genes among prostate cancer(PCa)patients undergoing radical prostatectomy(RP)or radical radiotherapy(RT).We conducted all analyses using R software and its suitable packages.Twelve genes,namely,secreted frizzled-related protein 4(SFRP4),DNA topoisomerase II alpha(TOP2A),pleiotrophin(PTN),family with sequence similarity 107 member A(FAM107A),C-X-C motif chemokine ligand 14(CXCL14),prostate androgen-regulated mucin-like protein 1(PARM1),leucine zipper protein 2(LUZP2),cluster of differentiation 38(CD38),cartilage oligomeric matrix protein(COMP),vestigial-like family member 3(VGLL3),apolipoprotein E(APOE),and aldehyde dehydrogenase 2 family member(ALDH2),were eventually used to subtype PCa patients from The Cancer Genome Atlas(TCGA)database and GSE116918,and the molecular subtypes showed good correlations with clinical features.In terms of the tumor immune environment(TME)analysis,compared with cluster 1,cancer-associated fibroblasts(CAFs)scored significantly higher,while endothelial cells scored lower in cluster 2 in TCGA database.There was a statistically significant correlation between both CAFs and endothelial cells with biochemical recurrence(BCR)-free survival for PCa patients undergoing RP.For the GSE116918 database,cluster 2 had significantly lower levels of CAFs and tumor purity and higher levels of stromal,immune,and Estimation of STromal and Immune cells in MAlignant Tumor tissues using Expression data(ESTIMATE)scores than cluster 1;in addition,patients with high levels of CAFs,stromal scores,immune scores,and ESTIMATE scores and low levels of tumor purity tended to suffer from BCR.Based on the median of differentially expressed checkpoints,high expression of CD96,hepatitis A virus cellular receptor 2(HAVCR2),and neuropilin 1(NRP1)in GSE116918 and high expression of CD160 and tumor necrosis factor(ligand)superfamily member 18(TNFSF18)in TCGA database were associated with a significantly higher risk of BCR than their counterparts.In conclusion,we first constructed distinct molecular subtypes and critical genes for PCa patients undergoing RP or RT from the fresh perspective of senescence. 展开更多
关键词 cellular senescence immune checkpoints molecular subtypes prostate cancer tumor immune environment
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Signature based on molecular subtypes of deoxyribonucleic acid methylation predicts overall survival in gastric cancer 被引量:1
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作者 Jin Bian Jun-Yu Long +5 位作者 Xu Yang Xiao-Bo Yang Yi-Yao Xu Xin Lu Xin-Ting Sang Hai-Tao Zhao 《World Journal of Gastroenterology》 SCIE CAS 2020年第41期6414-6430,共17页
BACKGROUND Gastric cancer(GC) ranks as the third leading cause of cancer-related death worldwide. Epigenetic alterations contribute to tumor heterogeneity in early stages.AIM To identify the specific deoxyribonucleic ... BACKGROUND Gastric cancer(GC) ranks as the third leading cause of cancer-related death worldwide. Epigenetic alterations contribute to tumor heterogeneity in early stages.AIM To identify the specific deoxyribonucleic acid(DNA) methylation sites that influence the prognosis of GC patients and explore the prognostic value of a model based on subtypes of DNA methylation.METHODS Patients were randomly classified into training and test sets. Prognostic DNA methylation sites were identified by integrating DNA methylation profiles and clinical data from The Cancer Genome Atlas GC cohort. In the training set, unsupervised consensus clustering was performed to identify distinct subgroups based on methylation status. A risk score model was built based on Kaplan-Meier, least absolute shrinkage and selector operation, and multivariate Cox regression analyses. A test set was used to validate this model.RESULTS Three subgroups based on DNA methylation profiles in the training set were identified using 1061 methylation sites that were significantly associated with survival. These methylation subtypes reflected differences in T, N, and M category, age, stage, and prognosis. Forty-one methylation sites were screened as specific hyper-or hypomethylation sites for each specific subgroup. Enrichment analysis revealed that they were mainly involved in pathways related to carcinogenesis, tumor growth, and progression. Finally, two methylation sites were chosen to generate a prognostic model. The high-risk group showed a markedly poor prognosis compared to the low-risk group in both the training [hazard ratio(HR) = 2.24, 95% confidence interval(CI): 1.28-3.92, P < 0.001] and test(HR = 2.12, 95%CI: 1.19-3.78, P = 0.002) datasets.CONCLUSION DNA methylation-based classification reflects the epigenetic heterogeneity of GC and may contribute to predicting prognosis and offer novel insights for individualized treatment of patients with GC. 展开更多
关键词 Gastric cancer Deoxyribonucleic acid methylation molecular subtypes PROGNOSIS Risk score The Cancer Genome Atlas
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Classification of patients with metastatic colorectal cancer into consensus molecular subtypes into real-world: A pilot study 被引量:1
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作者 Jaime González-Montero Mauricio Burotto +5 位作者 Guillermo Valenzuela Debora Mateluna Florencia Buen-Abad Jessica Toro Olga Barajas Katherine Marcelain 《World Journal of Clinical Oncology》 2023年第10期409-419,共11页
BACKGROUND Colorectal cancer is a complex disease with high mortality rates.Over time,the treatment of metastatic colorectal cancer(mCRC)has gradually improved due to the development of modern chemotherapy and targete... BACKGROUND Colorectal cancer is a complex disease with high mortality rates.Over time,the treatment of metastatic colorectal cancer(mCRC)has gradually improved due to the development of modern chemotherapy and targeted therapy regimens.However,due to the inherent heterogeneity of this condition,identifying reliable predictive biomarkers for targeted therapies remains challenging.A recent promising classification system—the consensus molecular subtype(CMS)system—offers the potential to categorize mCRC patients based on their unique biological and molecular characteristics.Four distinct CMS categories have been defined:immune(CMS1),canonical(CMS2),metabolic(CMS3),and mesenchymal(CMS4).Nevertheless,there is currently no standardized protocol for accurately classifying patients into CMS categories.To address this challenge,reverse transcription polymerase chain reaction(RT-qPCR)and next-generation genomic sequencing(NGS)techniques may hold promise for precisely classifying mCRC patients into their CMSs.AIM To investigate if mCRC patients can be classified into CMS categories using a standardized molecular biology workflow.METHODS This observational study was conducted at the University of Chile Clinical Hospital and included patients with unresectable mCRC who were undergoing systemic treatment with chemotherapy and/or targeted therapy.Molecular biology techniques were employed to analyse primary tumour samples from these patients.RT-qPCR was utilized to assess the expression of genes associated with fibrosis(TGF-βandβ-catenin)and cell growth pathways(c-MYC).NGS using a 25-gene panel(TumorSec)was performed to identify specific genomic mutations.The patients were then classified into one of the four CMS categories according to the clinical consensus of a Tumour Board.Informed consent was obtained from all the patients prior to their participation in this study.All techniques were conducted at University of Chile.RESULTS Twenty-six patients were studied with the techniques and then evaluated by the Tumour Board to determine the specific CMS.Among them,23%(n=6),19%(n=5),31%(n=8),and 19%(n=5)were classified as CMS1,CMS2,CMS3,and CMS4,respectively.Additionally,8%of patients(n=2)could not be classified into any of the four CMS categories.The median overall survival of the total sample was 28 mo,and for CMS1,CMS2,CMS3 and CMS4 it was 11,20,30 and 45 mo respectively,with no statistically significant differences between groups.CONCLUSION A molecular biology workflow and clinical consensus analysis can be used to accurately classify mCRC patients.This classification process,which divides patients into the four CMS categories,holds significant potential for improving research strategies and targeted therapies tailored to the specific characteristics of mCRC. 展开更多
关键词 Metastatic colorectal cancer Targeted therapy Consensus molecular subtypes Personalized medicine
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Clinical significance of molecular subtypes of gastrointestinal tract adenocarcinoma
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作者 Ekaterina Olegovna Ignatova Evgenii Kozlov +6 位作者 Maxim Ivanov Vladislav Mileyko Sofia Menshikova Henian Sun Mikhail Fedyanin Alexey Tryakin Ivan Stilidi 《World Journal of Gastrointestinal Oncology》 SCIE 2022年第3期628-645,共18页
Adenocarcinomas of the gastrointestinal tract(esophagus,stomach,and colon)represent a heterogeneous group of diseases with distinct etiology,clinical features,treatment approaches,and prognosis.Studies are ongoing to ... Adenocarcinomas of the gastrointestinal tract(esophagus,stomach,and colon)represent a heterogeneous group of diseases with distinct etiology,clinical features,treatment approaches,and prognosis.Studies are ongoing to isolate molecular genetic subtypes,perform complete biological characterization of the tumor,determine prognostic groups,and find predictive markers to the effectiveness of therapy.Separate molecular genetic classifications were created for esophageal adenocarcinoma[The Cancer Genome Atlas(TCGA)],stomach cancer(TCGA,Asian Cancer Research Group),and colon cancer(Colorectal Cancer Subtyping Consortium).In 2018,isolation of TCGA molecular genetic subtypes for adenocarcinomas of the gastrointestinal tract(esophagus,stomach,and colon)highlighted the need for further studies and clinical validation of subtyping of gastrointestinal adenocarcinomas.However,this approach has limitations.The aim of our work was to critically analyze integration of molecular genetic subtyping of gastrointestinal adenocarcinomas in clinical practice. 展开更多
关键词 Esophageal adenocarcinoma Gastric cancer Colon cancer Gene sequencing Gene expression profiling molecular subtypes
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Different response to neoadjuvant chemotherapy for different molecular subtypes in patients with locally advanced breast cancer
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作者 Huafeng Kang Zhijun Dai +5 位作者 Xiaobin Ma Xing Bao Shuai Lin Hongbing Ma Xiaoxu Liu Xijing Wang 《The Chinese-German Journal of Clinical Oncology》 CAS 2013年第4期163-166,共4页
Objective: The aim of this study was to evaluate the impact of different molecular subtypes defined by immunohistochemistry (IHC) staining on the response rate for patients with locally advanced breast cancer recei... Objective: The aim of this study was to evaluate the impact of different molecular subtypes defined by immunohistochemistry (IHC) staining on the response rate for patients with locally advanced breast cancer received neoadjuvant chemotherapy. Methods: One hundred and seven breast cancer patients admitted from 2007 to 2011 who received 4 cycles of docetaxel/epirubicin-combined (TE) neoadjuvant chemotherapy were retrospectively reviewed, the patients were classified into 4 subtypes: luminal A, luminal B, HER-2 and triple negative breast cancer (TNBC) according to different combination patterns of estrogen receptor (ER), progesterone receptor (PR) and human epidermal growth factor-2 (HER-2) expression defined by IHC method. The correlation between response rate and the molecular subtypes were analyzed. Results: The pathological complete response (PCR), clinical complete response (CCR), clinical partial response (CPR), and clinical stable disease (CSD) rate of whole group was 15.89% (17/107), 22.43% (24/107), 63.55% (68/107), 14.02% (15/107), respectively, and the overall response rate (ORR) was 85.98% (92/107). The PCR rate and ORR of luminal A, luminal B, HER-2 and TNBC subtypes was 4.76% and 73.81%; 16.67% and 83.33%;17.65% and 100.00%; 30.00% and 96.67%, respectively. The PCR and ORR rate of HER-2/TNBC subtypes was higher than that of luminal A/B subtypes (P = 0.019, P = 0.002, respectively). Conclusion: Different molecular subtypes display different response rate for patients with locally advanced breast cancer received neoadjuvant TE chemotherapy, HER-2JTNBC subtypes have a higher PCR and ORR rate than that of luminal NB subtypes. 展开更多
关键词 breast cancer molecular subtype neoadjuvant chemotherapy response rate
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Magnetic Resonance Spectroscopy and Prognostic Analysis of Molecular Subtypes of Medulloblastoma
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作者 Yuting Zhang Lusheng Li 《Open Journal of Clinical Diagnostics》 2020年第3期81-91,共11页
<b><span style="font-family:Verdana;">Aim:</span></b><span style="font-family:""><span style="font-family:Verdana;"> The aim of this study was to ... <b><span style="font-family:Verdana;">Aim:</span></b><span style="font-family:""><span style="font-family:Verdana;"> The aim of this study was to investigate whether magnetic resonance spectrum (MRS) and MR imaging features can be used for non-invasive medulloblastoma subgrouping, and analyse patient characteristics and prognosis of molecular subtypes of medulloblastoma. </span><b><span style="font-family:Verdana;">Material and Methods: </span></b><span style="font-family:Verdana;">32 patients with medulloblastoma underwent MRI prior to surgical resection, 16 of them underwent MRS. MR imaging features and metabolites measured by MRS were analysed to distinguish molecular subtypes of medulloblastoma. Patient demographics, histopathological types, and prognosis of different molecular subtypes were analysed and compared respectively. </span><b><span style="font-family:Verdana;">Results: </span></b><span style="font-family:Verdana;">MRS and MR imaging features </span><span style="font-family:Verdana;">differed from different individuals, but without statistical significance that involves acquiring non-quantitative MR imaging features and NAA/Cr, Cho/Cr, Lip/Cr, Glu and Gln/Cr ratio, to be used to determine molecular subtypes. There was no significant difference of the three molecular subtypes in age, gender and pathological type. The 5-year event-free survival (EFS) of SHH, WNT and non SHH/WNT subtype respectively were 75%, 57.1%, 38.1%, with no significant difference (</span><i><span style="font-family:Verdana;">p</span></i><span style="font-family:Verdana;"> = 0.382). 5-year EFS of non SHH/WNT subtype was significantly higher in ≤3 years old group than >3 years old group (</span><i><span style="font-family:Verdana;">p </span></i><span style="font-family:Verdana;">= 0.047). </span><b><span style="font-family:Verdana;">Conclusion:</span></b><span style="font-family:Verdana;"> MRS and MR imaging features can’t be used to determine molecular subtypes based on our small sample study. There was no significant difference of the prognosis in the three molecular subtypes. The prognosis of ≤3 years old group of non SHH/WNT subtype is better than >3 years old group. 展开更多
关键词 MEDULLOBLASTOMA molecular subtypes MRS 5-Year EFS
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Molecular subtypes of colorectal cancer:Evaluation of outcomes and treatment
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作者 Weijing Sun 《Oncology and Translational Medicine》 2016年第4期145-149,共5页
Colorectal cancer(CRC) is a biologically heterogeneous disease with diverse clinical outcomes and responses to treatment. In the past two to three decades, a major effort has focused on classifying colorectal cancer s... Colorectal cancer(CRC) is a biologically heterogeneous disease with diverse clinical outcomes and responses to treatment. In the past two to three decades, a major effort has focused on classifying colorectal cancer subtypes based on causation, etiology, gene expression profiles, different pathways, and translational data from clinical trials. The goal is to uncover prognostic and predictive factors for outcomes in patients with colorectal cancer and to guide therapeutic approaches and management for the improvement of overall survival. Significant advances have been achieved in this area. However, tremendous work is still needed to accomplish the goal of better understanding intratumoral heterogeneity and the influence of the colonic environment, among other facets of colorectal cancer. 展开更多
关键词 colorectal cancer(CRC) molecular subtype evaluation
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Genomic alterations and molecular subtypes of gastric cancers in Asians 被引量:10
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作者 Xiang S.Ye Chunping Yu +1 位作者 Amit Aggarwal Christoph Reinhard 《Chinese Journal of Cancer》 SCIE CAS CSCD 2016年第8期403-409,共7页
Gastric cancer(GC) is a highly heterogenic disease,and it is the second leading cause of cancer death in the world.Common chemotherapies are not very effective for GC,which often presents as an advanced or metastatic ... Gastric cancer(GC) is a highly heterogenic disease,and it is the second leading cause of cancer death in the world.Common chemotherapies are not very effective for GC,which often presents as an advanced or metastatic disease at diagnosis.Treatment options are limited,and the prognosis for advanced GCs is poor.The landscape of genomic alterations in GCs has recently been characterized by several international cancer genome programs,including studies that focused exclusively on GCs in Asians.These studies identified major recurrent driver mutations and provided new insights into the mutational heterogeneity and genetic profiles of GCs.An analysis of gene expression data by the Asian Cancer Research Group(ACRG) further uncovered four distinct molecular subtypes with well-defined clinical features and their intersections with actionable genetic alterations to which targeted therapeutic agents are either already available or under clinical development.In this article,we review the ACRG GC project.We also discuss the implications of the genetic and molecular findings from various GC genomic studies with respect to developing more precise diagnoses and treatment approaches for GCs. 展开更多
关键词 Gastric cancer Cancer genome molecular subtyping HETEROGENEITY Oncogenic drivers Targeted therapy
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Importance of landscape exploration and progress in molecular therapies and precision medicine for pancreatic ductal adenocarcinoma
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作者 Maher Hendi Bin Zhang +1 位作者 Yi-Ping Mou Xiu-Jun Cai 《World Journal of Gastrointestinal Oncology》 2025年第7期14-33,共20页
Pancreatic ductal adenocarcinoma(PDAC)is a global health challenge and remains one of the most lethal malignancies;there are only a few therapeutic options.However,significant efforts have led to the identification of... Pancreatic ductal adenocarcinoma(PDAC)is a global health challenge and remains one of the most lethal malignancies;there are only a few therapeutic options.However,significant efforts have led to the identification of major genetic factors that drive the progression and pathogenesis of PDAC.Notably,the research and application of molecular targeted therapies and immunotherapies have rapidly increased and facilitated great progress in the treatment of many malignant tumors,additional targeted therapies and immunotherapy based on next-generation sequencing results provide new opportunities for the diagnosis and treatment of pancreatic tumors.Immune checkpoint inhibitors are also now being incorporated as PDAC therapies,and combinations of molecularly targeted therapies with immunotherapies are emerging as strategies for boosting the immune response.The investigation of biomarkers of a response or primary resistance to immunotherapies is also an emerging research area.Herein,we further discuss the recent technological advances that continue to expand our understanding of PDAC complexity.We discuss the advancements expected in the near future,including biomarker-driven treatments and immunotherapies.We presume that the clinical translation of these research efforts will improve the survival outcomes of this challenging disease,which are currently dismal. 展开更多
关键词 Pancreatic ductal adenocarcinoma molecular subtypes TRANSCRIPTOMIC MICROENVIRONMENT Precision medicine Therapeutic targets IMMUNOTHERAPY
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