Integration of graph neural networks and transcriptomics analysis identify key pathways and gene signature for immunotherapy response and prognosis of skin melanoma.

Authors: Ye M; Medical Cosmetic Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Ren S; Medical Cosmetic Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Luo H; Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Wu X; Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Lian H; Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Cai X; Medical Cosmetic Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China., Ji Y; Medical Cosmetic Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, 515041, P.R. China. jiyingchang@126.com.

Source: BMC cancer [BMC Cancer] 2025 Apr 09; Vol. 25 (1), pp. 648. Date of Electronic Publication: 2025 Apr 09.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100967800 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2407 (Electronic) Linking ISSN: 14712407 NLM ISO Abbreviation: BMC Cancer Subsets: MEDLINE

MeSH Terms: Melanoma*/genetics , Melanoma*/therapy , Melanoma*/immunology , Melanoma*/mortality , Melanoma*/pathology , Skin Neoplasms*/genetics , Skin Neoplasms*/therapy , Skin Neoplasms*/immunology , Skin Neoplasms*/mortality , Skin Neoplasms*/pathology , Immunotherapy*/methods , Neural Networks, Computer* , Transcriptome*, Humans ; Prognosis ; Tumor Microenvironment/genetics ; Tumor Microenvironment/immunology ; Gene Expression Profiling ; Biomarkers, Tumor/genetics ; Gene Expression Regulation, Neoplastic ; Computational Biology/methods ; Graph Neural Networks

Identification of medicinal plant parts using depth-wise separable convolutional neural network.

Authors: Widneh MA; Electrical and Computer Engineering, Gafat Institute of Technology, Debre Tabor University, Debre Tabor, Ethiopia., Alemu AA; Electrical and Computer Engineering, Gafat Institute of Technology, Debre Tabor University, Debre Tabor, Ethiopia.

Source: PloS one [PLoS One] 2025 May 07; Vol. 20 (5), pp. e0322936. Date of Electronic Publication: 2025 May 07 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Plants, Medicinal*/classification , Plants, Medicinal*/anatomy & histology , Neural Networks, Computer* , Image Processing, Computer-Assisted*/methods, Plant Leaves/anatomy & histology ; Deep Learning ; Algorithms ; Convolutional Neural Networks

The use of a convolutional neural network to automate radiologic scoring of computed tomography of paranasal sinuses.

Authors: Lee DJ; Department of Otolaryngology-Head and Neck Surgery, Unity Health TorontoSt. Michael's Hospital, University of Toronto, 30 Bond Street, 8 Cardinal Carter Wing, Toronto, ON, M5B 1W8, Canada. Daniel.Lee@unityhealth.to.; Division of Otolaryngology-Head and Neck Surgery, Department of Surgery, North York General Hospital, University of Toronto, Toronto, Canada. Daniel.Lee@unityhealth.to., Hamghalam M; School of Computing, Queen's University, Kingston, ON, Canada.; Department of Electrical Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran., Wang L; Department of Otolaryngology-Head and Neck Surgery, Unity Health TorontoSt. Michael's Hospital, University of Toronto, 30 Bond Street, 8 Cardinal Carter Wing, Toronto, ON, M5B 1W8, Canada., Lin HM; Department of Electrical Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran., Colak E; Department of Electrical Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran.; The Li Ka Shing Centre for Healthcare Analytics Research & Training, Unity Health Toronto, St. Michael's Hospital, Toronto, Canada., Mamdani M; Department of Electrical Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran., Simpson AL; School of Computing, Queen's University, Kingston, ON, Canada.; Department of Medical Imaging, Unity Health Toronto, University of Toronto, Toronto, Canada., Lee JM; Department of Otolaryngology-Head and Neck Surgery, Unity Health TorontoSt. Michael's Hospital, University of Toronto, 30 Bond Street, 8 Cardinal Carter Wing, Toronto, ON, M5B 1W8, Canada.

Source: Biomedical engineering online [Biomed Eng Online] 2025 Apr 27; Vol. 24 (1), pp. 49. Date of Electronic Publication: 2025 Apr 27.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101147518 Publication Model: Electronic Cited Medium: Internet ISSN: 1475-925X (Electronic) Linking ISSN: 1475925X NLM ISO Abbreviation: Biomed Eng Online Subsets: MEDLINE

MeSH Terms: Tomography, X-Ray Computed* , Paranasal Sinuses*/diagnostic imaging , Neural Networks, Computer* , Image Processing, Computer-Assisted*/methods, Humans ; Automation ; Male ; Female ; Middle Aged ; Sinusitis/diagnostic imaging ; Adult ; Convolutional Neural Networks

Leveraging advanced graph neural networks for the enhanced classification of post anesthesia states to aid surgical procedures.

Authors: Niu D; Department of Anesthesiology, Peking University International Hospital, Beijing, China., Ru R; The Third Hospital Of Nanchang, NanChang, JiangXi, China., Zhang J; School of international business, Anhui International Studies University, Wuhu, Anhui, China.; Nanomega CryoA.I. Corp., Beijing, China., Zhang Y; Nanomega CryoA.I. Corp., Beijing, China.; Gezhi Future Research Institute, Beijing, China.; School of Systems and Computing, UNSW, Kensington, Australia.; UNSW Canberra, ACT, Canberra, Australia., Ding C; Department of Biomedical Engineering, Georgia Institution of Technology, Atlanta, Georgia, United States of America., Lan Y; Department of Anesthesiology, Peking University International Hospital, Beijing, China.

Source: PloS one [PLoS One] 2025 Apr 25; Vol. 20 (4), pp. e0320299. Date of Electronic Publication: 2025 Apr 25 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Anesthesia*/methods, Humans ; Wakefulness/drug effects ; Brain/physiology ; Algorithms ; Machine Learning ; Graph Neural Networks

A dual-path convolutional neural network combined with an attention-based bidirectional long short-term memory network for stock price prediction.

Authors: Zhao G; Qiaoxing School of Economics and Management, Fujian Polytechnic Normal University, Fuzhou, China., Cheng Y; School of Mathematics and Statistics, Changchun University of Technology, Changchun, China., Yang J; Qiaoxing School of Economics and Management, Fujian Polytechnic Normal University, Fuzhou, China., Ouyang J; Qiaoxing School of Economics and Management, Fujian Polytechnic Normal University, Fuzhou, China.

Source: PloS one [PLoS One] 2025 Apr 22; Vol. 20 (4), pp. e0319775. Date of Electronic Publication: 2025 Apr 22 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Investments*/economics , Commerce* , Memory, Short-Term*, Humans ; Algorithms ; Models, Economic ; Convolutional Neural Networks

Confidence interval forecasting model of small watershed flood based on compound recurrent neural networks and Bayesian.

Authors: Wang S; Nanxun Innovation Institute, Zhejiang University of Water Resources and Electric Power, Hangzhou, China., Xu O; School of Computer Science and Technology, Zhejiang University of Water Resources and Electric Power, Hangzhou, China.

Source: PloS one [PLoS One] 2025 Apr 21; Vol. 20 (4), pp. e0321583. Date of Electronic Publication: 2025 Apr 21 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Floods*, Bayes Theorem ; Forecasting/methods ; China ; Confidence Intervals ; Recurrent Neural Networks

Enhanced convolutional neural network accelerators with memory optimization for routing applications.

Authors: Nallabelli SP; School of Electronics Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India., Sampath S; School of Electronics Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, India.

Source: PloS one [PLoS One] 2025 Apr 21; Vol. 20 (4), pp. e0320813. Date of Electronic Publication: 2025 Apr 21 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer*, Signal Processing, Computer-Assisted ; Algorithms ; Convolutional Neural Networks

CausalCervixNet: convolutional neural networks with causal insight (CICNN) in cervical cancer cell classification-leveraging deep learning models for enhanced diagnostic accuracy.

Authors: Taghados Z; Department of Computer Science, Engineering and Information Technology, Shiraz University, Shiraz, Iran., Azimifar Z; Department of Computer Science, Engineering and Information Technology, Shiraz University, Shiraz, Iran. azimifar@uwaterloo.ca., Monsefi M; Department of Biology, Shiraz University, Shiraz, Iran., Jahromi MA; Department of Pathology, Shiraz University of Medical Sciences, Shiraz, Iran.

Source: BMC cancer [BMC Cancer] 2025 Apr 03; Vol. 25 (1), pp. 607. Date of Electronic Publication: 2025 Apr 03.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100967800 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2407 (Electronic) Linking ISSN: 14712407 NLM ISO Abbreviation: BMC Cancer Subsets: MEDLINE

MeSH Terms: Uterine Cervical Neoplasms*/diagnosis , Uterine Cervical Neoplasms*/pathology , Uterine Cervical Neoplasms*/classification , Deep Learning* , Neural Networks, Computer*, Humans ; Female ; Early Detection of Cancer/methods ; Convolutional Neural Networks

Explainable classification of goat vocalizations using convolutional neural networks.

Authors: Ntalampiras S; Department of Computer Science, University of Milan, Milan, Italy.; Research Center on AI for Animal Health and Welfare, University of Milan, Milan, Italy., Pesando Gamacchio G; Department of Computer Science, University of Milan, Milan, Italy.

Source: PloS one [PLoS One] 2025 Apr 01; Vol. 20 (4), pp. e0318543. Date of Electronic Publication: 2025 Apr 01 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Goats*/physiology , Vocalization, Animal*/physiology , Vocalization, Animal*/classification , Neural Networks, Computer*, Animals ; Convolutional Neural Networks

Amogel: a multi-omics classification framework using associative graph neural networks with prior knowledge for biomarker identification.

Authors: Tan CY; School of Information Technology, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia. chia.tan@monash.edu., Ong HF; School of Information Technology, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia., Lim CH; School of Information Technology, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia., Tan MS; School of Information Technology, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia., Ooi EH; School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia., Wong K; School of Information Technology, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Petaling Jaya, Selangor, Malaysia.

Source: BMC bioinformatics [BMC Bioinformatics] 2025 Mar 28; Vol. 26 (1), pp. 94. Date of Electronic Publication: 2025 Mar 28.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100965194 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2105 (Electronic) Linking ISSN: 14712105 NLM ISO Abbreviation: BMC Bioinformatics Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Genomics*/methods , Neoplasms*/genetics , Neoplasms*/metabolism , Neoplasms*/classification , Biomarkers, Tumor*/genetics , Computational Biology*/methods, Humans ; Proteomics ; Algorithms ; Graph Neural Networks ; Multiomics

Optimizing skin cancer screening with convolutional neural networks in smart healthcare systems.

Authors: Raza A; Department of Mathematics, Government College University, Faisalabad, Pakistan., Ali A; Department of Mathematics, Government College University, Faisalabad, Pakistan., Ullah S; Department of Computer Science, Government College University, Faisalabad, Pakistan., Anjum YN; Department of Applied Sciences, National Textile University, Faisalabad, Pakistan., Rehman B; Department of Mathematics, Government College University, Faisalabad, Pakistan.

Source: PloS one [PLoS One] 2025 Mar 25; Vol. 20 (3), pp. e0317181. Date of Electronic Publication: 2025 Mar 25 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Skin Neoplasms*/diagnosis , Neural Networks, Computer* , Early Detection of Cancer*/methods, Humans ; Algorithms ; Delivery of Health Care ; Convolutional Neural Networks

A semi-supervised convolutional neural network for diagnosis of pancreatic ductal adenocarcinoma based on EUS-FNA cytological images.

Authors: Fang D; Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China.; Department of Gastroenterology, The Second People's Hospital of Hefei, Hefei, 230011, Anhui Province, China., Huang Y; Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, Anhui Province, China.; University of Science and Technology of China, Hefei, 230026, Anhui Province, China., Li S; Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China., Shi C; Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China., Bao J; Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China., Du D; Department of Cytopathology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China., Xuan L; Department of Pathology, Anqing Hospital Affiliated to Anhui Medical University, Anqing, 246004, Anhui Province, China., Ye L; Department of Gastroenterology, Anqing Hospital Affiliated to Anhui Medical University, Anqing, 246004, Anhui Province, China., Zhang Y; Department of Gastroenterology, Anqing Hospital Affiliated to Anhui Medical University, Anqing, 246004, Anhui Province, China., Zhu C; Department of Biliary and Pancreatic Surgery, Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, 230001, Anhui, China., Zheng H; Department of Gastroenterology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, 233004, Anhui Province, China., Shi Z; Department of Gastroenterology, The Second People's Hospital of Hefei, Hefei, 230011, Anhui Province, China., Mei Q; Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, China. meiqiaomq@aliyun.com., Wang H; Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, Anhui Province, China. hqwang@iim.ac.cn.; University of Science and Technology of China, Hefei, 230026, Anhui Province, China. hqwang@iim.ac.cn.

Source: BMC cancer [BMC Cancer] 2025 Mar 18; Vol. 25 (1), pp. 495. Date of Electronic Publication: 2025 Mar 18.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100967800 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2407 (Electronic) Linking ISSN: 14712407 NLM ISO Abbreviation: BMC Cancer Subsets: MEDLINE

MeSH Terms: Carcinoma, Pancreatic Ductal*/diagnosis , Carcinoma, Pancreatic Ductal*/pathology , Carcinoma, Pancreatic Ductal*/diagnostic imaging , Convolutional Neural Networks* , Endoscopic Ultrasound-Guided Fine Needle Aspiration*/methods , Pancreatic Neoplasms*/diagnosis , Pancreatic Neoplasms*/pathology , Pancreatic Neoplasms*/diagnostic imaging, Aged ; Female ; Humans ; Male ; Middle Aged ; Neural Networks, Computer ; Sensitivity and Specificity

Migrative armadillo optimization enabled a one-dimensional quantum convolutional neural network for supply chain demand forecasting.

Authors: Irhuma M; Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey., Alzubi A; Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey., Öz T; Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey., Iyiola K; Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey.

Source: PloS one [PLoS One] 2025 Mar 03; Vol. 20 (3), pp. e0318851. Date of Electronic Publication: 2025 Mar 03 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer*, Forecasting/methods ; Algorithms ; Humans ; Convolutional Neural Networks

Emotion-RGC net: A novel approach for emotion recognition in social media using RoBERTa and Graph Neural Networks.

Authors: Yan J; School of Art & Design, Shaanxi Fashion Engineering University, Xi'an, China., Pu P; School of Art & Design, Shaanxi Fashion Engineering University, Xi'an, China., Jiang L; CVS Health Corporation, Woonsocket, Rhode Island, USA.

Source: PloS one [PLoS One] 2025 Mar 03; Vol. 20 (3), pp. e0318524. Date of Electronic Publication: 2025 Mar 03 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Social Media* , Emotions* , Neural Networks, Computer*, Humans ; Deep Learning ; Machine Learning ; Graph Neural Networks

Author name disambiguation based on heterogeneous graph neural network.

Authors: Wang G; College of Intelligent Equipment, Shandong University of Science and Technology, Taian, Shandong, China., Sun Z; College of Intelligent Equipment, Shandong University of Science and Technology, Taian, Shandong, China., Hu W; College of Intelligent Equipment, Shandong University of Science and Technology, Taian, Shandong, China., Cai M; College of Intelligent Equipment, Shandong University of Science and Technology, Taian, Shandong, China.

Source: PloS one [PLoS One] 2025 Feb 26; Vol. 20 (2), pp. e0310992. Date of Electronic Publication: 2025 Feb 26 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Neural Networks, Computer* , Authorship*, Cluster Analysis ; Semantics ; Algorithms ; Deep Learning ; Humans ; Graph Neural Networks

Convolutional neural network for gesture recognition human-computer interaction system design.

Authors: Niu P; Design Department, Taiyuan Normal University, Jinzhong, Shanxi, China.

Source: PloS one [PLoS One] 2025 Feb 19; Vol. 20 (2), pp. e0311941. Date of Electronic Publication: 2025 Feb 19 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Gestures* , Neural Networks, Computer* , User-Computer Interface* , Pattern Recognition, Automated*/methods, Humans ; Algorithms ; Convolutional Neural Networks

A novel graph neural network based approach for influenza-like illness nowcasting: exploring the interplay of temporal, geographical, and functional spatial features.

Authors: Luo J; School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen, 518107, Guangdong, China., Wang X; School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen, 518107, Guangdong, China., Fan X; College of Big Data and Internet, Shenzhen Technology University, Shenzhen, 518118, Guangdong, China., He Y; College of Urban Transportation and Logistics, Shenzhen Technology University, Shenzhen, 518118, Guangdong, China., Du X; School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen, 518107, Guangdong, China., Chen YQ; School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen, 518107, Guangdong, China., Zhao Y; School of Public Health (Shenzhen), Sun Yat-sen University, Shenzhen, 518107, Guangdong, China. zhaoy393@mail.sysu.edu.cn.

Source: BMC public health [BMC Public Health] 2025 Feb 01; Vol. 25 (1), pp. 408. Date of Electronic Publication: 2025 Feb 01.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968562 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2458 (Electronic) Linking ISSN: 14712458 NLM ISO Abbreviation: BMC Public Health Subsets: MEDLINE

MeSH Terms: Influenza, Human*/epidemiology , Neural Networks, Computer* , Disease Outbreaks*/statistics & numerical data, Humans ; Spatio-Temporal Analysis ; Forecasting/methods ; Graph Neural Networks

A graph neural network approach for hierarchical mapping of breast cancer protein communities.

Authors: Zhang X; Department of Applied Computer Science, University of Winnipeg, Winnipeg, MB, R3B 2E9, Canada.; Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB, R3E 0W2, Canada., Liu Q; Department of Applied Computer Science, University of Winnipeg, Winnipeg, MB, R3B 2E9, Canada. qi.liu@uwinnipeg.ca.; Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB, R3E 0W2, Canada. qi.liu@uwinnipeg.ca.

Source: BMC bioinformatics [BMC Bioinformatics] 2025 Jan 21; Vol. 26 (1), pp. 23. Date of Electronic Publication: 2025 Jan 21.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100965194 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2105 (Electronic) Linking ISSN: 14712105 NLM ISO Abbreviation: BMC Bioinformatics Subsets: MEDLINE

MeSH Terms: Breast Neoplasms*/metabolism , Breast Neoplasms*/genetics , Neural Networks, Computer* , Neoplasm Proteins*/metabolism , Neoplasm Proteins*/genetics, Humans ; Female ; Biomarkers, Tumor/metabolism ; Biomarkers, Tumor/genetics ; Algorithms ; Mutation ; Proteomics/methods ; Protein Interaction Maps ; Graph Neural Networks

Convolutional neural network (CNN) configuration using a learning automaton model for neonatal brain image segmentation.

Authors: Sarafraz I; Department of Electrical Engineering, Shiraz Branch, Islamic Azad University, Shiraz, Iran., Agahi H; Department of Electrical Engineering, Shiraz Branch, Islamic Azad University, Shiraz, Iran., Mahmoodzadeh A; Department of Electrical Engineering, Shiraz Branch, Islamic Azad University, Shiraz, Iran.

Source: PloS one [PLoS One] 2025 Jan 17; Vol. 20 (1), pp. e0315538. Date of Electronic Publication: 2025 Jan 17 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Brain*/diagnostic imaging , Neural Networks, Computer* , Magnetic Resonance Imaging*/methods , Image Processing, Computer-Assisted*/methods, Humans ; Infant, Newborn ; Algorithms ; Convolutional Neural Networks

Parallel convolutional neural network and empirical mode decomposition for high accuracy in motor imagery EEG signal classification.

Authors: D J; School of Electronics Engineering (SENSE), Vellore Institute of Technology, Vellore, Tamil Nadu, India., K C S; School of Electronics Engineering (SENSE), Vellore Institute of Technology, Vellore, Tamil Nadu, India.

Source: PloS one [PLoS One] 2025 Jan 16; Vol. 20 (1), pp. e0311942. Date of Electronic Publication: 2025 Jan 16 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: Electroencephalography*/methods , Neural Networks, Computer* , Signal Processing, Computer-Assisted* , Imagination*/physiology, Humans ; Brain-Computer Interfaces ; Algorithms ; Signal-To-Noise Ratio ; Convolutional Neural Networks