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Integrating untargeted metabolomics and deep learning approaches to identify specific metabolic signatures and new mechanisms in unstable plaques.

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Title: Integrating untargeted metabolomics and deep learning approaches to identify specific metabolic signatures and new mechanisms in unstable plaques.
Authors: Ma JQ; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Wang L; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.; College of Life Sciences, Northwest University, Xi'an, Shaanxi, China., Qu XP; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Zhang Y; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Song LJ; Department of Pediatrics, Tangdu Hospital, Airforce Military Medical University, Xi'an, China., Gao GD; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Wang C; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Zheng LL; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Fang QX; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Qu Y; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China., Shen LL; Department of Biochemistry and Molecular Biology, Basic Medical Science Academy, Airforce Military Medical University, Xi'an, Shaanxi, China., Liu B; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.
Source: Frontiers in cardiovascular medicine [Front Cardiovasc Med] 2026 May 12; Vol. 13, pp. 1646067. Date of Electronic Publication: 2026 May 12 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101653388 Publication Model: eCollection Cited Medium: Print ISSN: 2297-055X (Print) Linking ISSN: 2297055X NLM ISO Abbreviation: Front Cardiovasc Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Integrating untargeted metabolomics and deep learning approaches to identify specific metabolic signatures and new mechanisms in unstable plaques.
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  Data: <searchLink fieldCode="AU" term="%22Ma+JQ%22">Ma JQ</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.; College of Life Sciences, Northwest University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Qu+XP%22">Qu XP</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Song+LJ%22">Song LJ</searchLink>; Department of Pediatrics, Tangdu Hospital, Airforce Military Medical University, Xi'an, China.<br /><searchLink fieldCode="AU" term="%22Gao+GD%22">Gao GD</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Wang+C%22">Wang C</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Zheng+LL%22">Zheng LL</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Fang+QX%22">Fang QX</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Qu+Y%22">Qu Y</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Shen+LL%22">Shen LL</searchLink>; Department of Biochemistry and Molecular Biology, Basic Medical Science Academy, Airforce Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Liu+B%22">Liu B</searchLink>; Department of Neurosurgery, Tangdu Hospital, Airforce Military Medical University, Xi'an, Shaanxi, China.
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  Data: <searchLink fieldCode="JN" term="%22101653388%22">Frontiers in cardiovascular medicine</searchLink> [Front Cardiovasc Med] 2026 May 12; Vol. 13, pp. 1646067. <i>Date of Electronic Publication: </i>2026 May 12 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101653388 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2297-055X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222297055X%22">2297055X </searchLink><i>NLM ISO Abbreviation: </i>Front Cardiovasc Med <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42205783
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        Value: 10.3389/fcvm.2026.1646067
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              Text: 2026 May 12
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