Machine Learning in Automated Monitoring of Metabolic Changes Accompanying the Differentiation of Adipose-Tissue-Derived Human Mesenchymal Stem Cells Employing <sup>1</sup>H-<sup>1</sup>H TOCSY NMR.

Migdadi, Lubaba; Sharar, Nour; Jafar, Hanan; Telfah, Ahmad; Hergenröder, Roland; Wöhler, Christian

Machine Learning in Automated Monitoring of Metabolic Changes Accompanying the Differentiation of Adipose-Tissue-Derived Human Mesenchymal Stem Cells Employing ¹H-¹H TOCSY NMR.

Migdadi, Lubaba; Sharar, Nour; Jafar, Hanan; Telfah, Ahmad; Hergenröder, Roland; Wöhler, Christian.

Afiliação

Migdadi L; Image Analysis Group, TU Dortmund, 44227 Dortmund, Germany.
Sharar N; Leibniz-Institut für Analytische Wissenschaften-ISAS-e.V., 44139 Dortmund, Germany.
Jafar H; Leibniz-Institut für Analytische Wissenschaften-ISAS-e.V., 44139 Dortmund, Germany.
Telfah A; Cell Therapy Center, University of Jordan, Amman 11942, Jordan.
Hergenröder R; Cell Therapy Center, University of Jordan, Amman 11942, Jordan.
Wöhler C; Department of Anatomy and Histology, College of Medicine, University of Jordan, Amman 11942, Jordan.

Metabolites ; 13(3)2023 Feb 27.

Article em En | MEDLINE | ID: mdl-36984792

Palavras-chave

2D NMR; TOCSY; adipogenic differentiation; machine learning; mesenchymal stem cells (MSCs); metabolic dynamics; metabolomics; non-targeted metabolic profiling; novelty detection; osteogenic differentiation

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Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article

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Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article