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Deciphering riddles in molecular subtyping of bladder cancer
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作者 Yuxiao Li Suyuelin Huang +7 位作者 Wenlong Ju Dingheng Lu Jiazhu Sun Weitao Zhan Xinyang Niu Yuchen Shi Kai Yu Ben Liu 《Asian Journal of Urology》 2025年第2期217-231,共15页
Objective:Bladder cancer(BCa)is a prevalent malignant tumor in the urinary system.Molecular subtyping,utilizing molecular characteristics,represents a novel classification system that has demonstrated its efficacy in ... Objective:Bladder cancer(BCa)is a prevalent malignant tumor in the urinary system.Molecular subtyping,utilizing molecular characteristics,represents a novel classification system that has demonstrated its efficacy in tumor diagnosis and treatment.Given the critical role of molecular subtyping in the BCa treatment,acquiring a comprehensive understanding is imperative for guiding treatment decisions,optimizing risk assessment systems,and ultimately improving patient prognosis.Methods:In this review,we provide a comprehensive overview of the research progress in molecular subtyping of BCa,with a primary focus on discussing its utility in guiding various treatment modalities including neoadjuvant chemotherapy,neoadjuvant immunotherapy,and targeted therapy.In addition,this review also covers the trimodality treatment,antibody-drug conjugates,and the treatment of small cell BCa.Results:We present a comprehensive overview of the responsiveness or resistance of different molecular subtypes of BCa to various therapeutic modalities.The basal subtype demonstrates favorable sensitivity to neoadjuvant chemotherapy across multiple classification systems,whereas the luminal infiltrated subtype exhibits potential susceptibility to immunotherapy.In terms of targeted therapy,the basal-like and the basal/squamous subtypes in some classifications have shown notable responsiveness to epidermal growth factor receptor-targeted therapy.Moreover,the luminal subtype in the University of Texas M.D.Anderson Cancer Center classification,the luminal papillary subtypes according to the Cancer Genome Atlas Research Network classification in 2017,and the luminal unstable type in the 2019 Molecular Subtyping classification show potential for the fibroblast growth factor receptor 3-targeted treatment.Conclusion:The significance and impact of BCa molecular subtyping in guiding treatment,evaluating progression,and predicting prognosis are increasingly acknowledged.Accurate subtyping and broad application can bring good benefits to clinical decision-making,risk assessment,and prognostic evaluation. 展开更多
关键词 Bladder cancer Molecular subtyping Neoadjuvant chemotherapy Neoadjuvant immunotherapy Targeted therapy
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Subtyping Animal Influenza Virus with General Multiplex RT-PCR and Liquichip High Throughput (GMPLex) 被引量:8
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作者 Zhi-feng Qin Jie Sun +11 位作者 Ti-kang Lu Shao-ling Zeng Qun-yi Hua Qing-yan Ling Shu-kun Chen Jian-qiang Lv Cai-hong Zhang Bing Cheng Zhou-xi Ruan Ying-zuo Bi Joseph J Giambrone Hong-zhuan Wu 《Virologica Sinica》 CAS CSCD 2012年第2期120-131,共12页
This study developed a multiplex RT-PCR integrated with luminex technology to rapidly subtype simultaneously multiple influenza viruses. Primers and probes were designed to amplify NS and M genes of influenza A viruse... This study developed a multiplex RT-PCR integrated with luminex technology to rapidly subtype simultaneously multiple influenza viruses. Primers and probes were designed to amplify NS and M genes of influenza A viruses HA gene of ill, H3, H5, HT, H9 subtypes, and NA gene of the N1 and N2 subtypes. Universal super primers were introduced to establish a multiplex RT-PCR (GM RT-PCR). It included three stages of RT-PCR amplification, and then the RT-PCR products were further tested by LiquiChip probe, combined to give an influenza virus (IV) rapid high throughput subtyping test, designated as GMPLex. The IV GMPLex rapid high throughput subtyping test presents the following features: high throughput, able to determine the subtypes of 9 target genes in H1, H3, H5, H7, H9, N1, and N2 subtypes of the influenza A virus at one time; rapid, completing the influenza subtyping within 6 hours; high specificity, ensured the specificity of the different subtypes by using two nested degenerate primers and one probe, no cross reaction occurring between the subtypes, no non-specific reactions with other pathogens and high sensitivity. When used separately to detect the product of single GM RT-PCR for single H5 or N1 gene, the GMPLex test showed a sensitivity of 10-5(= 280ELDs0) forboth tests and the Luminex qualitative ratio results were 3.08 and 3.12, respectively. When used to detect the product of GM RT-PCR for H5N1 strain at the same time, both showed a sensitivity of 10-4(=2800 ELD50). The GMPLex rapid high throughput subtyping test can satisfy the needs of influenza rapid testing. 展开更多
关键词 Influenza Virus General multiplex RT-PCR Iuminex assay subtyping HA and NA genes
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Development of an Autism Subtyping Questionnaire Based on Social Behaviors 被引量:4
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作者 Fan-Chao Meng Xin-Jie Xu +5 位作者 Tian-Jia Song Xiao-Jing Shou Xiao-Li Wang Song-Ping Han Ji-Sheng Han Rong Zhang 《Neuroscience Bulletin》 SCIE CAS CSCD 2018年第5期789-800,共12页
Autism spectrum disorder can be differentiated into three subtypes (aloof, passive, and active-but-odd) based on social behaviors according to the Wing Subgroups Questionnaire (WSQ). However, the correlations betw... Autism spectrum disorder can be differentiated into three subtypes (aloof, passive, and active-but-odd) based on social behaviors according to the Wing Subgroups Questionnaire (WSQ). However, the correlations between the scores on some individual items and the total score are poor. In the present study, we translated the WSQ into Chinese, modified it, validated it in autistic and typically- developing Chinese children, and renamed it the Beijing Autism Subtyping Questionnaire (BASQ). Our results demonstrated that the BASQ had improved validity and reliability, and differentiated autistic children into these three subtypes more precisely. We noted that the autistic symptoms tended to be severe in the aloof, moderate in the passive, and mild in the active-but-odd subtypes. The modified questionnaire may facilitate etiological studies and the selection of therapeutic regimes. 展开更多
关键词 Autism spectrum disorder SUBTYPES Wing Subgroups Questionnaire Beijing Autism subtyping Questionnaire
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Prevalence and methodologies for detection,characterization and subtyping of Listeria monocytogenes and L.ivanovii in foods and environmental sources 被引量:7
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作者 Jin-Qiang Chena Patrick Regan +2 位作者 Pongpan Laksanalamai Stephanie Healey Zonglin Hua 《Food Science and Human Wellness》 SCIE 2017年第3期97-120,共24页
Listeria monocytogenes,one of the most important foodborne pathogens,can cause listeriosis,a lethal disease for humans.L.ivanovii,which is closely related to L.monocytogenes,is also widely distributed in nature and in... Listeria monocytogenes,one of the most important foodborne pathogens,can cause listeriosis,a lethal disease for humans.L.ivanovii,which is closely related to L.monocytogenes,is also widely distributed in nature and infects mainly warm-blooded ruminants,causing economic loss.Thus,there are high priority needs for methodologies for rapid,specific,cost-effective and accurate detection,characterization and subtyping of L.monocytogenes and L.ivanovii in foods and environmental sources.In this review,we(A)described L.monocytogenes and L.ivanovii,world-wide incidence of listeriosis,and prevalence of various L.monocytogenes strains in food and environmental sources;(B)comprehensively reviewed different types of traditional and newly developed methodologies,including culture-based,antigen/antibody-based,LOOP-mediated isothermal amplification,matrix-assisted laser desorption ionization-time of flight-mass spectrometry,DNA microarray,and genomic sequencing for detection and characterization of L.monocytogenes in foods and environmental sources;(C)comprehensively summarized different subtyping methodologies,including pulsed-field gel electrophoresis,multi-locus sequence typing,ribotyping,and phage-typing,and whole genomic sequencing etc.for subtyping of L.monocytogenes strains from food and environmental sources;and(D)described the applications of these methodologies in detection and subtyping of L.monocytogenes in foods and food processing facilities. 展开更多
关键词 Foodborne pathogens Listeria monocytogenes Listeria ivanovii Molecular characterization subtyping
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Optimization of Pulse-Field Gel Electrophoresis for Borrelia burgdorferi Subtyping 被引量:2
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作者 GENG Zhen HOU Xue Xia +3 位作者 HAO Qin ZHOU Hai Jian WANG Feng WAN Kang Lin 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2013年第7期584-591,共8页
Objective To optimize the performance of Pulsed-Field Gel Electrophoresis (PFGE) for the comparison of inter-laboratory results and information exchange of Borrelia burgdorferi subtypingo Methods A panel of 34 strai... Objective To optimize the performance of Pulsed-Field Gel Electrophoresis (PFGE) for the comparison of inter-laboratory results and information exchange of Borrelia burgdorferi subtypingo Methods A panel of 34 strains of B. burgdorferi were used to optimize PFGE for subtyping. In order to optimize the electrophoretic parameters (EPs), all 34 strains of B. burgdorferi were analyzed using four EPs, yielding different Simpson diversity index (D) values and the epidemiological concordance was also evaluated. Results The EP of a switch time of l s to 25 s for13 h and l s to10 s for 6 h produced the highest D value and was declared to be optimal for Mlul and 5mal PFGE of B. burgdorferi. Mlul and Smal were selected as the first and second restriction enzymes for PFGE subtyping of B. burgdorferi according to discrimination and consistency with epidemiological data. Conclusion PFGE can be used as a valuable test for routine genospecies identification of B burgdorferi. 展开更多
关键词 Molecular subtyping Pulse-Field Gel Electrophoresis Borrelia burgdor^eri
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Establishment and Comparison of Pulsed-field Gel Electrophoresis,Multiple-locus Variable Number Tandem Repeat Analysis and Automated Ribotyping Methods for Subtyping of Citrobacter Strains 被引量:1
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作者 ZHANG Xiao Ai BAI Xue Mei +2 位作者 YE Chang Yun REN Zhi Hong XU Jian Guo 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2012年第6期653-662,共10页
Objective To establish and compare the pulsed-field gel electrophoresis (PFGE), multiple-locus variable number tandem repeat analysis (MLVA) and automated ribotyping for subtyping of Citrobacter strains. Methods P... Objective To establish and compare the pulsed-field gel electrophoresis (PFGE), multiple-locus variable number tandem repeat analysis (MLVA) and automated ribotyping for subtyping of Citrobacter strains. Methods PFGE protocol was optimized in terms of plug preparation procedure, restriction enzymes and configuration of electrophoretic parameters. MLVA method was evaluated by finding variable number tandem repeats in two genomes of Citrobacter strains. The ribotyping was performed by using the automated RiboPrinter system. Results We optimized the plug preparation procedure, focused on the cell suspension concentration (turbidity of 2.5 to 3.5), SDS addition (no SDS needed) and lysis time (1 h), and selected the appropriate restriction enzyme (Xbal) and the electrophoretic parameters (1.0 s-20.0 s for 19 h) of PFGE. There was nearly no discriminatory power of MLVA between Citrobacter strains. For 51 Citrobacter strains, automated ribotyping gave a D-value of 0.9945, while PFGE gave a D-value of 0.9969. Both PFGE and automated ribotyping clustered strains from the same sources (with the same species from the same place at the same time identified as the same source) and divided strains from different sources (from different years, places and hosts) into different subtypes. Conclusion PFGE protocol established in this paper and automated ribotyping are suitable for application in Citrobacter subtyping. 展开更多
关键词 CITROBACTER Pulsed-field gel electrophoresis Multiple-locus variable number tandem repeatanalysis RIBOTYPING Molecular subtyping
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Species Identification and Subtyping of Ureaplasma Urealyticum from Urine Specimens of Pregnant Women
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作者 郑义 王辉 +2 位作者 孔繁荣 王玮蓁 周海燕 《Chinese Journal of Sexually Transmitted Infections》 2001年第2期20-23,共4页
Objective: To investigate U parvum (previously Ureaplasmaurealyticum biovar 1) and U urealyticum (previouslyUreaplasma urealyticum biovar 2) and their subtypes andserovars in urine specimens of pregnant women. Methods... Objective: To investigate U parvum (previously Ureaplasmaurealyticum biovar 1) and U urealyticum (previouslyUreaplasma urealyticum biovar 2) and their subtypes andserovars in urine specimens of pregnant women. Methods: After collecting 151 specimens and inoculatingbroth, all broth culture positive (urease positive) specimenswere amplified, species were identified and subtyped by usinggeneral primers, species-specific, and type-specific primerstargeting the multiple banded antigen (MBA) gene sequence. Results: U parvum was identified in 58 of 151 specimens andU. urealyticum in 18 (both were present in 5, and neither werefound in 6). Serovars 3, 1, and 6 were the most commonamong U parvum isolates and subtypes l and 3 were the mostcommon among U urealyticum. Multiple serovars amongclinical isolates were found. Conclusion: This PCR-based typing system could facilitatestudies of the relationship between individual ureaplasmaspecies or subtypes and human diseases. 展开更多
关键词 U. Parvum U.urealyticum PCR subtyping
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Smart DNA sensors-based molecular identification for cancer subtyping
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作者 Yingying Gao Mengyi Xiong +3 位作者 Chaonan Gong Bo Wang Longwei Bai Xiao-Bing Zhang 《Smart Molecules》 2023年第3期57-71,共15页
Molecular subtyping of cancer can greatly help to understand the development of disease and predict tumor behavior.Exploring detection methods for precise subtyping is appealing to prognosis and personalized therapy.D... Molecular subtyping of cancer can greatly help to understand the development of disease and predict tumor behavior.Exploring detection methods for precise subtyping is appealing to prognosis and personalized therapy.During the past decades,DNA-based biosensors have exhibited great potential in cancer diagnosis due to their structural programmability and functional diversity.Despite the encouraging progress that has been made,there remains an issue in improving the accuracy and sensitivity of cancer subtyping due to the complex process of disease,especially in preclinical or clinical applications.To accelerate the development of DNA sensors in the identification of cancer subtypes,in this review,we summarized their advances in molecular subtyping by analyzing the heterogeneity in categories and levels of biomarkers between cancer subtypes.The strategies toward genomic and proteomic heterogeneity in cells or on the cell surface,as well as the cancer excretions including extracellular vesicles(EVs)and microRNA(miRNAs)in serum,are summarized.Current challenges and the opportunities of DNA-based sensors in this field are also discussed. 展开更多
关键词 biomarkers DNA sensors logical computing molecular subtyping
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Value of SCT in staging and subtyping of renal cell carcinoma
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作者 宋东奎 《外科研究与新技术》 2011年第4期236-236,共1页
Objective To analyze the value of multi-slice spiral CT ( SCT) scan in staging and subtyping of renal cell carcinoma ( RCC) . Methods The preoperative kidney SCT data and postoperative pathology results of 64 patients... Objective To analyze the value of multi-slice spiral CT ( SCT) scan in staging and subtyping of renal cell carcinoma ( RCC) . Methods The preoperative kidney SCT data and postoperative pathology results of 64 patients with RCC were retrospectively analyzed. The pa- 展开更多
关键词 RCC Value of SCT in staging and subtyping of renal cell carcinoma CELL SCT
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Traditional Chinese Medicine-Based Subtyping of Early-Stage Type 2 Diabetes Using Plasma Metabolomics Combined with Ultra-Weak Photon Emission 被引量:4
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作者 Min He Mengmeng Sun +5 位作者 Slavik Koval Roeland Van Wijk Thomas Hankemeier Jan Van der Greef Eduard P.A.Van Wijk Mei Wang 《Engineering》 SCIE EI 2019年第5期916-923,共8页
The prevalence of type 2 diabetes mellitus(T2DM)is increasing rapidly worldwide.Because of the limited success of generic interventions,the focus of the disease study has shifted toward personalized strategies,particu... The prevalence of type 2 diabetes mellitus(T2DM)is increasing rapidly worldwide.Because of the limited success of generic interventions,the focus of the disease study has shifted toward personalized strategies,particularly in the early stages of the disease.Traditional Chinese medicine(TCM)is based on a systems view combined with personalized strategies and has improved our knowledge of personalized diagnostics.From a systems biology perspective,the understanding of personalized diagnostics can be improved to yield a biochemical basis for such strategies;for example,metabolomics can be used in combination with other system-based diagnostic methods such as ultra-weak photon emission(UPE).In this study,we investigated the feasibility of using plasma metabolomics obtained from 44 pre-T2DM subjects to stratify the following TCM-based subtypes:Qi-Yin deficiency,Qi-Yin deficiency with dampness,and Qi-Yin deficiency with stagnation.We studied the relationship between plasma metabolomics and UPE with respect to TCM-based subtyping in order to obtain biochemical information for further interpreting disease subtypes.Principal component analysis of plasma metabolites revealed differences among the TCM-based pre-T2DM subtypes.Relatively high levels of lipids(e.g.,cholesterol esters and triglycerides)were important discriminators of two of the three subtypes and may be associated with a higher risk of cardiovascular disease.Plasma metabolomics data indicate that the lipid profile is an essential component captured by UPE with respect to stratifying subtypes of T2DM.The results suggest that metabolic differences exist among different TCM-based subtypes of pre-T2DM,and profiling plasma metabolites can be used to discriminate among these subtypes.Plasma metabolomics thus provides biochemical insights into system-based UPE measurements. 展开更多
关键词 Type 2 diabetes MELLITUS PLASMA METABOLITES Disease SUBTYPES Ultra-weak photon emission Correlation networks
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Molecular characterization and subtyping of Blastocystis in urticarial patients in Turkey
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作者 Merve Aydin Mustafa Yazici +6 位作者 Mehtap Demirkazik Ismail Soner Koltas Aytekin Cikman Baris Gulhan Tugce Duran Aysun Yilmaz Murat Kara 《Asian Pacific Journal of Tropical Medicine》 SCIE CAS 2019年第10期450-456,共7页
Objective:To investigate Blastocystis’etiologic role and association with gastrointestinal symptomatology in acute and chronic urticaria patients and to identify Blastocystis subtypes responsible for urticaria.Method... Objective:To investigate Blastocystis’etiologic role and association with gastrointestinal symptomatology in acute and chronic urticaria patients and to identify Blastocystis subtypes responsible for urticaria.Methods:The study included urticaria patients and healthy individuals that presented to our polyclinic between June 2015 and May 2017.The participants were assigned into Group栺(137 patients),subdivided into acute(72)and chronic urticaria patients(65),and Group栻(129 control individuals).Blastocystis presence was investigated by native-Lugol examination,trichrome staining,PCR using sequence tagged site primers,and DNA sequencing analysis.The phylogenetic tree was constructed.Results:The native-Lugol and trichrome staining methods revealed that 16 patients(16/133,12.0%)had Blastocystis-positive stool samples,of which seven samples(7/133,5.3%)belonged acute and nine(9/133,6.8%)to chronic urticaria patients.Concerning Blastocystis subtypes,of the acute urticaria patients,three had subtype 1(ST1),one had ST2,and three had ST3.Of the chronic urticaria patients,one had ST1 and eight had ST3.Blastocystis positivity was detected in two control individuals(2/123,1.6%),both being ST3.All subtypes identified by PCR were confirmed by the sequencing analysis.The acute and chronic urticaria groups showed no statistically significant differences for Blastocystis positivity(P=0.60)and subtype distribution(P=0.15).A statistically significant difference was found between the urticaria patients and the controls for Blastocystis positivity(P<0.01),but not for subtype distribution(P=0.67)or for Blastocystis presence and gastrointestinal complaints.Conclusions:This study on Blastocystis subtype distribution among Turkish urticaria patients showed results consistent with the literature.It was concluded that Blastocystis should be kept in mind in patients with urticaria. 展开更多
关键词 URTICARIA BLASTOCYSTIS SUBTYPES PCR DNA sequence analysis
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Level of Adherence to Breast Cancer Molecular Subtyping among Women with Breast Cancer Attending Tertiary Health Facilities
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作者 Kingsley Chidi Anochiwa Sally Nkechinyere Onyeka Ibe +4 位作者 Eunice Anyalewechi Nwoke Okwuchi Blessed Nworuh Asinobi Oluchi Darlington Chidi Amadi Emmanuel Okechukwu Nna 《Journal of Biosciences and Medicines》 2023年第10期255-264,共10页
Background: Breast cancer is a genetically and clinically heterogeneous disease with multiple subtypes. The classification of these subtypes has evolved over the years. The most common and widely accepted classificati... Background: Breast cancer is a genetically and clinically heterogeneous disease with multiple subtypes. The classification of these subtypes has evolved over the years. The most common and widely accepted classification of breast cancer is from an immunohistochemical perspective, based on the expression of the following hormone receptors: Estrogen Receptor (ER), Progesterone Receptor (PR) and Human Epidermal Growth Factor (HER2). Accordingly, the following four subtypes of breast cancer are widely recognized—Luminal A, Luminal B, HER2 Enriched and Triple Negative. Breast cancer management approaches include surgery, chemotherapy, radiotherapy and targeted hormone therapy necessitated by molecular subtyping. Aims: This study aimed to determine the level of adherence to breast cancer molecular subtyping among women with breast cancer attending tertiary health facilities in Imo State. Methodology: Immunohistochemistry reports of women with breast cancer attending tertiary health facilities in Imo State were retrieved from patient’s case files. Tissue blocks were also retrieved from tissue block archives of both hospitals for women who did not take up immunohistochemistry services after their initial diagnosis and also those whose immunohistochemistry reports were not found in their case files. Results: Among the 121 women that participated in the study, there were in all 74 (61.2%) had molecular subtyping of their tumour blocks. Up to 45 (37.2%) did not go for molecular subtyping of their tumour blocks while 2 (1.7%) were not sure whether they had or not. Conclusion: It, therefore, depicts that the rate of uptake was found as 61.2% among the participants and there is a need to create more awareness of the importance of molecular subtyping, which necessitates the use of targeted hormone therapy. 展开更多
关键词 Breast Cancer SUBTYPES Immunohistochemistry ESTROGEN PROGESTERONE Human Epidermal Growth Factor 2 Receptor
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The role and regulation mechanisms of APOD in prognosis and subtyping of breast cancer
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作者 Chen-Fei Zhao Shi-Liang Chen +5 位作者 Cong Wang Dan Hu Xiao-Xiao Yang Shi-Yuan Tong Yi-Bo He Zhe-Zhong Zhang 《Medical Data Mining》 2023年第3期39-49,共11页
Background:Breast cancer is the most common cancer,and abnormal lipid metabolism is associated with cancer.APOD expression is negatively correlated with various cancers related to tumor prognosis.DNA methylation may a... Background:Breast cancer is the most common cancer,and abnormal lipid metabolism is associated with cancer.APOD expression is negatively correlated with various cancers related to tumor prognosis.DNA methylation may affect APOD expression.Therefore,this paper aims to investigate the significance of APOD expression and APOD DNA methylation in breast cancer.Methods:This study utilized comprehensive bioinformatics analysis of APOD using Gene Expression database of Normal and Tumor tissues 2,UCSC Xena,etc.Clinical and survival information obtained from the The Cancer Genome Atlas and Gene Expression Omnibus datasets were extracted for data mining.Results:The correlation between APOD and breast cancer was examined,along with the connection between APOD DNA methylation and APOD expression.In the The Cancer Genome Atlas cohort,as well as GSE31448 and GSE65194 datasets,APOD expression decreased in breast cancer(P<0.0001).Clinical feature analysis results showed that APOD expression was correlated with the PAM50 subtype,with the lowest expression in the Basal subtype(P<0.0001).High APOD expression is a good prognostic marker for breast cancer(HR=0.71,P=0.037).APOD methylation level was significantly negatively correlated with expression level(R=−0.4770,P<0.001),and cg15231202,cg23720929,and cg05624196 were important regulatory targets.High APOD expression was associated with higher metabolism and extracellular matrix scores.Conclusion:APOD is an independent prognostic marker for breast cancer and is regulated by DNA methylation to modulate mRNA expression. 展开更多
关键词 breast cancer APOD DNA methylation BIOINFORMATICS PROGNOSIS PAM50 subtype
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Study on subtyping and Traditional Chinese Medicine treatment of depression based on machine learning and text mining
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作者 FAN Mengyue YAO Lin +7 位作者 ZHANG Guoqing WANG Ruixue CHEN Kexin FAN Yujing WANG Ziming FU Jia CHEN Yongjun WANG Taiyi 《Journal of Traditional Chinese Medicine》 2025年第5期1152-1163,共12页
OBJECTIVE:To research the subtyping and treatment of depression by leveraging studying on extensive Traditional Chinese Medicine(TCM)experiences through artificial intelligence(AI).METHODS:We retrieved depression-rela... OBJECTIVE:To research the subtyping and treatment of depression by leveraging studying on extensive Traditional Chinese Medicine(TCM)experiences through artificial intelligence(AI).METHODS:We retrieved depression-related literature published from inception to April 2023 from databases.From these sources,we extracted symptoms,signs,and prescriptions associated with depression.By utilizing the tree number system in the medical subject headings(MeSH),we established a hierarchical relationship matrix for symptoms/signs,as well as depression sample fingerprints.Using an unsupervised clustering algorithm,we constructed a machine learning model for classifying depression patients.Furthermore,we conducted an analysis of medication rules for each depression cluster.RESULTS:We created a My Structured Query Language(MySQL)database containing datasets of depression-symptoms/signs and depression-herbs,through mining 3522 published clinical literatures on TCM diagnosis and treatment for depression.We established hierarchical relationships among symptoms/signs of depression patients.Our unsupervised clustering analysis revealed that depression patients could be classified into 9 subtypes,with each subtype corresponding to a specific treatment prescription.Notably,one of the depression subtypes was consistently treated by Qi-tonifying formulas and herbs.This finding was further supported by data from Qi-deficiency patients,as there was a high similarity in the top symptoms/signs shared between this subtype and Qi-deficiency diagnosed by TCM.CONCLUSIONS:This study identified the subtypes and TCM treatment of depression by using machine learning and text mining. 展开更多
关键词 machine learning depression artificial intelligence medicine Chinese traditional disease subtyping
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A Comparative Analysis of Subtyping Methodologies on Cross-sectional sMRI Data
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作者 Shirui Zhang Baitong Zhang +14 位作者 Kun Zhao Zhuangzhuang Li Pan Wang Dawei Wang Chengyuan Song Jie Lu Zengqiang Zhang Hongxiang Yao Tong Han Chunshui Yu Bo Zhou Ying Han Xi Zhang Pindong Chen Yong Liu 《Neuroscience Bulletin》 2025年第9期1689-1695,共7页
Dear Editor,Growing clinical evidence shows that brain disorders are heterogeneous in phenotype,genetics,and neuropathology[1].Diagnosis and treatment tend to be affected by symptom presentation and the heterogeneity ... Dear Editor,Growing clinical evidence shows that brain disorders are heterogeneous in phenotype,genetics,and neuropathology[1].Diagnosis and treatment tend to be affected by symptom presentation and the heterogeneity of pathology,potentially hindering clinical trials in the development of medical treatment.Brain-based subtyping studies utilize magnetic resonance imaging(MRI)and data-driven methods to discover the subtypes of diseases,providing a new perspective on disease heterogeneity. 展开更多
关键词 magnetic resonance imaging brain disorders magnetic resonance imaging mri clinical trials subtyping methodologies disease heterogeneity cross sectional data
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An overview of multiomics:a powerful tool applied in cancer molecular subtyping for cancer therapy 被引量:1
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作者 Yazhu Zou Zitong Zhao Yongmei Song 《Malignancy Spectrum》 2024年第1期15-29,共15页
During the process of carcinogenesis and tumor progression,various molecular alternations occur in different omics levels.In recent years,multiomics approaches including genomics,epigenetics,transcriptomics,proteomics... During the process of carcinogenesis and tumor progression,various molecular alternations occur in different omics levels.In recent years,multiomics approaches including genomics,epigenetics,transcriptomics,proteomics,metabolomics,single-cell omics,and spatial omics have been applied in mapping diverse omics profiles of cancers.The development of high-throughput technologies such as sequencing and mass spectrometry has revealed different omics levels of tumor cells or tissues separately.While focusing on a single omics level results in a lack of accuracy,joining multiple omics approaches together undoubtedly benefits accurate molecular subtyping and precision medicine for cancer patients.With the deepening of tumor research in recent years,taking pathological classification as the only criterion of diagnosis and predicting prognosis and treatment response is found to be not accurate enough.Therefore,identifying precise molecular subtypes by exploring the molecular alternations during tumor occurrence and development is of vital importance.The review provides an overview of the advanced technologies and recent progress in multiomics applied in cancer molecular subtyping and detailedly explains the application of multiomics in identifying cancer driver genes and metastasis-related genes,exploring tumor microenvironment,and selecting liquid biopsy biomarkers and potential therapeutic targets. 展开更多
关键词 multiomics cancer molecular subtyping cancer therapy single-cell omics spatial omics
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Disentangling the effects of PTSD from Gulf War Illness in male veterans via a systems‑wide analysis of immune cell,cytokine,and symptom measures
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作者 Esha Sultana Nandan Shastry +8 位作者 Rishabh Kasarla Jacob Hardy Fanny Collado Kristina Aenlle Maria Abreu Emily Sisson Kimberly Sullivan Nancy Klimas Travis J.A.Craddock 《Military Medical Research》 2025年第1期1-15,共15页
Background:One-third of veterans returning from the 1990–1991 Gulf War reported a myriad of symptoms including cognitive dysfunction,skin rashes,musculoskeletal discomfort,and fatigue.This symptom cluster is now refe... Background:One-third of veterans returning from the 1990–1991 Gulf War reported a myriad of symptoms including cognitive dysfunction,skin rashes,musculoskeletal discomfort,and fatigue.This symptom cluster is now referred to as Gulf War Illness(GWI).As the underlying mechanisms of GWI have yet to be fully elucidated,diagnosis and treatment are based on symptomatic presentation.One confounding factor tied to the illness is the high presence of post-traumatic stress disorder(PTSD).Previous research efforts have demonstrated that both GWI and PTSD are associated with immunological dysfunction.As such,this research endeavor aimed to provide insight into the complex relationship between GWI symptoms,cytokine presence,and immune cell populations to pinpoint the impact of PTSD on these measures in GWI.Methods:Symptom measures were gathered through the Multidimensional fatigue inventory(MFI)and 36-item short form health survey(SF-36)scales and biological measures were obtained through cytokine&cytometry analysis.Subgrouping was conducted using Davidson Trauma Scale scores and the Structured Clinical Interview for Diagnostic and statistical manual of mental disorders(DSM)-5,into GWI with high probability of PTSD symptoms(GWIH)and GWI with low probability of PTSD symptoms(GWIL).Data was analyzed using analysis of variance(ANOVA)statistical analysis along with correlation graph analysis.We mapped correlations between immune cells and cytokine signaling measures,hormones and GWI symptom measures to identify patterns in regulation between the GWIH,GWIL,and healthy control groups.Results:GWI with comorbid PTSD symptoms resulted in poorer health outcomes compared with both healthy control(HC)and the GWIL subgroup.Significant differences were found in basophil levels of GWI compared with HC at peak exercise regardless of PTSD symptom comorbidity(ANOVA F=4.7,P=0.01)indicating its potential usage as a biomarker for general GWI from control.While the unique identification of GWI with PTSD symptoms was less clear,the GWIL subgroup was found to be delineated from both GWIH and HC on measures of IL-15 across an exercise challenge(ANOVA F>3.75,P<0.03).Additional differences in natural killer(NK)cell numbers and function highlight IL-15 as a potential biomarker of GWI in the absence of PTSD symptoms.Conclusions:We conclude that disentangling GWI and PTSD by defining trauma-based subgroups may aid in the identification of unique GWI biosignatures that can help to improve diagnosis and target treatment of GWI more effectively. 展开更多
关键词 Gulf War Illness Post-traumatic stress disorder Cytokine signalling Flow cytometry Correlation networks Complete blood count subtyping Trauma Symptom presentation
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Machine learning pathomics for identifying luminal and basal-squamous subtypes in bladder cancer
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作者 Jian-Qiu Kong Yi Huang +6 位作者 Kai-Wen Tan Juan-Juan Yong Yi-Tong Zou Sha Fu Ya-Qiang Huang Chun Jiang Xin-Xiang Fan 《Cancer Advances》 2025年第4期1-8,共8页
Background:Bladder cancer prognosis remains suboptimal despite advancements in research.Current molecular subtyping methods are resource-intensive,highlighting the need for efficient,cost-effective approaches to predi... Background:Bladder cancer prognosis remains suboptimal despite advancements in research.Current molecular subtyping methods are resource-intensive,highlighting the need for efficient,cost-effective approaches to predict BCa molecular subtypes.Method:We developed a predictive model for BCa molecular subtypes using machine learning(ML)and pathomics derived from Hematoxylin-Eosin stained pathological slides.A cohort of 353 patients from TCGA was employed,and image features were extracted for analysis.Pathomic signatures were constructed using the LASSO Cox regression algorithm,and a pathomic-clinical nomogram was developed and validated in training and testing cohorts.Results:Seventy distinct image features were identified from 150 pathomic signatures.The model demonstrated robust predictive ability,with AUCs of 0.833 and 0.822 in the training and validation cohorts,respectively.The addition of pathomic score,N stage,and M stage improved the model’s discrimination,achieving AUCs of 0.877 and 0.794 in the training and validation cohorts.Limitations include the lack of an external validation cohort.Conclusion:Our ML-based pathomics model shows promise in predicting BCa molecular subtypes and has the potential to enhance prognosis prediction and inform treatment strategies,marking a significant step towards precision medicine for BCa. 展开更多
关键词 bladder cancer pathomics machine learning molecular subtyping
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XPO1 as a key regulator in small cell lung cancer:mechanisms,biomarkers,and therapeutic implications
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作者 Tingting Qin Jingya Wang Dingzhi Huang 《Cancer Biology & Medicine》 2025年第6期543-548,共6页
Introduction Small cell lung cancer(SCLC)is a highly aggressive malignancy with limited treatment options.Despite advances in immunotherapy,response rates remain low,and the efficacy of current molecular subtyping1,2 ... Introduction Small cell lung cancer(SCLC)is a highly aggressive malignancy with limited treatment options.Despite advances in immunotherapy,response rates remain low,and the efficacy of current molecular subtyping1,2 is insufficient to predict therapeutic outcomes3,4.A recently identified vulnerability in SCLC involves the dysregulation of nuclear-cytoplasmic transport,particularly through exportin 1(XPO1)5-7. 展开更多
关键词 therapeutic implications nuclear cytoplasmic transport xpo small cell lung cancer sclc molecular subtyping small cell lung cancer biomarkers
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Molecular subtyping of hepatocellular carcinoma:A step toward precision medicine 被引量:6
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作者 Yichao Wu Zhikun Liu Xiao Xu 《Cancer Communications》 SCIE 2020年第12期681-693,共13页
Hepatocellular carcinoma(HCC)is one of the most prevalent and fatal digestive tumors.Treatment for this disease has been constraint by heterogeneity of this group of tumors,which has greatly limited the progress in pe... Hepatocellular carcinoma(HCC)is one of the most prevalent and fatal digestive tumors.Treatment for this disease has been constraint by heterogeneity of this group of tumors,which has greatly limited the progress in personalized therapy.Although existing studies have revealed the genetic and epigenetic blueprints that drive HCCs,many of the molecular mechanisms that lead to HCCs remain elusive.Recent advances in techniques for studying functional genomics,such as genome sequencing and transcriptomic analyses,have led to the discovery of molecular mechanisms that participate in the initiation and evolution of HCC.Integrative multi-omics analyses have identified several molecular subtypes of HCC associated with specific molecular characteristics and clinical outcomes.Deciphering similar molecular features among highly heterogeneous HCC patients is a prerequisite to implementation of personalized therapeutics.This review summarizes the current research progresses in precision therapy on the backbone of molecular subtypes of HCC. 展开更多
关键词 hepatocellular carcinoma immune subtype molecular subtyping multi-omics subtype mutation subtype precision medicine proteomic subtype transcriptome genotype
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