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.
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
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  Data: Recent advances in machine learning-enhanced extracellular vesicle omics for oncology.
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  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.
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        Value: 10.1186/s12951-026-04342-0
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        Text: English
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