Recent advances in machine learning-enhanced extracellular vesicle omics for oncology.
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| Title: | Recent advances in machine learning-enhanced extracellular vesicle omics for oncology. |
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| Authors: | Wang Z; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China., Lu W; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China., Guo Z; Department of Cancer Center, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 404100, China., Liu H; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China., Yin Z; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China., Ma S; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China., Wang Z; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China., Huang Z; Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China., Sun X; Department of Internal Medical Oncology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, Heilongjiang, China., Xu Y; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong. xuyihrb@pathology.hku.hk.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China. xuyihrb@pathology.hku.hk.; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China. xuyihrb@pathology.hku.hk.; State Key Laboratory of Oncology in South China, Cancer Center of Sun Yat-sen University, Guangzhou, 510000, Guangdong, China. xuyihrb@pathology.hku.hk.; Shanghai Key Laboratory of Cancer Systems Regulation and Clinical Translation, Jiading District Central Hospital, Jiading District Central Hospital Affiliated Shanghai University of Medicine & Health Science, Shanghai, 201800, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Ministry of Education/Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, 530000, Guangxi, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Clinical Laboratory Medicine of Guangxi Department of Education, Nanning, 530000, Guangxi, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Clinical Laboratory Technology for Precision Medicine (Fujian Medical University), Fujian Province University, Fuzhou, 350000, Fujian, China. xuyihrb@pathology.hku.hk.; Anhui Provincial Key Laboratory of Tumor Evolution and Intelligent Diagnosis and Treatment, Bengbu, 233000, Anhui, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, Fujian, China. xuyihrb@pathology.hku.hk., Yam JWP; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong. judyyam@pathology.hku.hk.; State Key Laboratory of Liver Research (The University of Hong Kong), Hong Kong, 999077, Hong Kong. judyyam@pathology.hku.hk.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China. judyyam@pathology.hku.hk.; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China. judyyam@pathology.hku.hk. |
| Source: | Journal of nanobiotechnology [J Nanobiotechnology] 2026 Mar 30. Date of Electronic Publication: 2026 Mar 30. |
| Publication Type: | Journal Article; Review |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 101152208 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1477-3155 (Electronic) Linking ISSN: 14773155 NLM ISO Abbreviation: J Nanobiotechnology Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41913242 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Recent advances in machine learning-enhanced extracellular vesicle omics for oncology. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Lu+W%22">Lu W</searchLink>; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Guo+Z%22">Guo Z</searchLink>; Department of Cancer Center, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 404100, China.<br /><searchLink fieldCode="AU" term="%22Liu+H%22">Liu H</searchLink>; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Yin+Z%22">Yin Z</searchLink>; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Ma+S%22">Ma S</searchLink>; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China.<br /><searchLink fieldCode="AU" term="%22Huang+Z%22">Huang Z</searchLink>; Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China.<br /><searchLink fieldCode="AU" term="%22Sun+X%22">Sun X</searchLink>; Department of Internal Medical Oncology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, Heilongjiang, China.<br /><searchLink fieldCode="AU" term="%22Xu+Y%22">Xu Y</searchLink>; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong. xuyihrb@pathology.hku.hk.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China. xuyihrb@pathology.hku.hk.; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China. xuyihrb@pathology.hku.hk.; State Key Laboratory of Oncology in South China, Cancer Center of Sun Yat-sen University, Guangzhou, 510000, Guangdong, China. xuyihrb@pathology.hku.hk.; Shanghai Key Laboratory of Cancer Systems Regulation and Clinical Translation, Jiading District Central Hospital, Jiading District Central Hospital Affiliated Shanghai University of Medicine & Health Science, Shanghai, 201800, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Ministry of Education/Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, 530000, Guangxi, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Clinical Laboratory Medicine of Guangxi Department of Education, Nanning, 530000, Guangxi, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Clinical Laboratory Technology for Precision Medicine (Fujian Medical University), Fujian Province University, Fuzhou, 350000, Fujian, China. xuyihrb@pathology.hku.hk.; Anhui Provincial Key Laboratory of Tumor Evolution and Intelligent Diagnosis and Treatment, Bengbu, 233000, Anhui, China. xuyihrb@pathology.hku.hk.; Key Laboratory of Gastrointestinal Cancer (Fujian Medical University), Ministry of Education, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, Fujian, China. xuyihrb@pathology.hku.hk.<br /><searchLink fieldCode="AU" term="%22Yam+JWP%22">Yam JWP</searchLink>; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, 999077, Hong Kong. judyyam@pathology.hku.hk.; State Key Laboratory of Liver Research (The University of Hong Kong), Hong Kong, 999077, Hong Kong. judyyam@pathology.hku.hk.; Materials Innovation Institute for Life Sciences and Energy (MILES), HKU-SIRI, Shenzhen, 518000, Guangdong, China. judyyam@pathology.hku.hk.; Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, Heilongjiang, China. judyyam@pathology.hku.hk. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101152208%22">Journal of nanobiotechnology</searchLink> [J Nanobiotechnology] 2026 Mar 30. <i>Date of Electronic Publication: </i>2026 Mar 30. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Review – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101152208 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1477-3155 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214773155%22">14773155 </searchLink><i>NLM ISO Abbreviation: </i>J Nanobiotechnology <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41913242 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12951-026-04342-0 Languages: – Code: eng Text: English Titles: – TitleFull: Recent advances in machine learning-enhanced extracellular vesicle omics for oncology. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Wang Z – PersonEntity: Name: NameFull: Lu W – PersonEntity: Name: NameFull: Guo Z – PersonEntity: Name: NameFull: Liu H – PersonEntity: Name: NameFull: Yin Z – PersonEntity: Name: NameFull: Ma S – PersonEntity: Name: NameFull: Wang Z – PersonEntity: Name: NameFull: Huang Z – PersonEntity: Name: NameFull: Sun X – PersonEntity: Name: NameFull: Xu Y – PersonEntity: Name: NameFull: Yam JWP IsPartOfRelationships: – BibEntity: Dates: – D: 30 M: 03 Text: 2026 Mar 30 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1477-3155 Titles: – TitleFull: Journal of nanobiotechnology Type: main |
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