Educational Leadership for Sustainable Capacity Building towards Enhancing Interdisciplinary Collaboration in Computer-Aided Drug Design and Network Pharmacology: A Systematic Review
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| Title: | Educational Leadership for Sustainable Capacity Building towards Enhancing Interdisciplinary Collaboration in Computer-Aided Drug Design and Network Pharmacology: A Systematic Review |
|---|---|
| Language: | English |
| Authors: | Peter Chinedu Agu (ORCID |
| Source: | Biochemistry and Molecular Biology Education. 2026 54(4):338-349. |
| Availability: | Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www.wiley.com/en-us |
| Peer Reviewed: | Y |
| Page Count: | 12 |
| Publication Date: | 2026 |
| Document Type: | Journal Articles Information Analyses |
| Descriptors: | Literature Reviews, Computer Assisted Design, Pharmacology, Technology Uses in Education, Educational Technology, Interdisciplinary Approach, Technology Integration, Medical Research, Instructional Leadership |
| DOI: | 10.1002/bmb.70057 |
| ISSN: | 1470-8175 1539-3429 |
| Abstract: | In the pharmaceutical sciences, particularly in network pharmacology and computer-aided drug design (CADD), successful multidisciplinary collaboration is crucial for sustainable capacity growth. This systematic study investigates how interdisciplinary research methods can be strengthened and creative technology integration may be fostered sustainably through educational leadership. For papers published between 2010 and 2024, a systematic literature search was carried out in the Scopus and Web of Science (WoS) databases. "Network pharmacology," "interdisciplinary collaboration," "pharmaceutical sciences," "computer-aided drug design," and "educational leadership" were among the search phrases used. Peer-reviewed papers, case studies, and reports discussing leadership in multidisciplinary pharmaceutical sciences research or instruction were among the eligible studies. Out of 558 identified records, 109 studies were included in accordance with PRISMA requirements (WoS = 476; Scopus = 82). With 10% of research focusing on CADD, 22% on educational leadership, and 68% on more general, multidisciplinary viewpoints, the results indicated a paradigm shift towards interdisciplinary collaboration. However, limitations were found because educational leadership was not included in CADD and network pharmacology frameworks in several studies. The main challenges to productive cooperation were identified as resource limitations, policy gaps, and communication difficulties. This analysis highlights how institutional frameworks, regulatory support, and adaptive leadership techniques are necessary to facilitate long-term knowledge sharing, innovation absorption, and better research outcomes in the pharmaceutical sciences. Therefore, enhancing educational leadership opens the door to long-term effects and sustained capacity building in multidisciplinary pharmaceutical research. |
| Abstractor: | As Provided |
| Entry Date: | 20260101 |
| Accession Number: | EJ1513421 |
| Database: | ERIC |
| FullText | Text: Availability: 0 |
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| Header | DbId: eric DbLabel: ERIC An: EJ1513421 AccessLevel: 3 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Educational Leadership for Sustainable Capacity Building towards Enhancing Interdisciplinary Collaboration in Computer-Aided Drug Design and Network Pharmacology: A Systematic Review – Name: Language Label: Language Group: Lang Data: English – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Peter+Chinedu+Agu%22">Peter Chinedu Agu</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0003-4739-2040">0000-0003-4739-2040</externalLink>)<br /><searchLink fieldCode="AR" term="%22Miracle+Uzochukwu+Okafor%22">Miracle Uzochukwu Okafor</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0001-6819-6650">0000-0001-6819-6650</externalLink>)<br /><searchLink fieldCode="AR" term="%22Chioma+Blessing+Momah%22">Chioma Blessing Momah</searchLink><br /><searchLink fieldCode="AR" term="%22Patrick+Maduabuchi+Aja%22">Patrick Maduabuchi Aja</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0001-7805-9027">0000-0001-7805-9027</externalLink>)<br /><searchLink fieldCode="AR" term="%22Mohammad+Arif%22">Mohammad Arif</searchLink><br /><searchLink fieldCode="AR" term="%22Jun+Lu%22">Jun Lu</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-1699-8835">0000-0002-1699-8835</externalLink>) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="SO" term="%22Biochemistry+and+Molecular+Biology+Education%22"><i>Biochemistry and Molecular Biology Education</i></searchLink>. 2026 54(4):338-349. – Name: Avail Label: Availability Group: Avail Data: Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www.wiley.com/en-us – Name: PeerReviewed Label: Peer Reviewed Group: SrcInfo Data: Y – Name: Pages Label: Page Count Group: Src Data: 12 – Name: DatePubCY Label: Publication Date Group: Date Data: 2026 – Name: TypeDocument Label: Document Type Group: TypDoc Data: Journal Articles<br />Information Analyses – Name: Subject Label: Descriptors Group: Su Data: <searchLink fieldCode="DE" term="%22Literature+Reviews%22">Literature Reviews</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+Assisted+Design%22">Computer Assisted Design</searchLink><br /><searchLink fieldCode="DE" term="%22Pharmacology%22">Pharmacology</searchLink><br /><searchLink fieldCode="DE" term="%22Technology+Uses+in+Education%22">Technology Uses in Education</searchLink><br /><searchLink fieldCode="DE" term="%22Educational+Technology%22">Educational Technology</searchLink><br /><searchLink fieldCode="DE" term="%22Interdisciplinary+Approach%22">Interdisciplinary Approach</searchLink><br /><searchLink fieldCode="DE" term="%22Technology+Integration%22">Technology Integration</searchLink><br /><searchLink fieldCode="DE" term="%22Medical+Research%22">Medical Research</searchLink><br /><searchLink fieldCode="DE" term="%22Instructional+Leadership%22">Instructional Leadership</searchLink> – Name: DOI Label: DOI Group: ID Data: 10.1002/bmb.70057 – Name: ISSN Label: ISSN Group: ISSN Data: 1470-8175<br />1539-3429 – Name: Abstract Label: Abstract Group: Ab Data: In the pharmaceutical sciences, particularly in network pharmacology and computer-aided drug design (CADD), successful multidisciplinary collaboration is crucial for sustainable capacity growth. This systematic study investigates how interdisciplinary research methods can be strengthened and creative technology integration may be fostered sustainably through educational leadership. For papers published between 2010 and 2024, a systematic literature search was carried out in the Scopus and Web of Science (WoS) databases. "Network pharmacology," "interdisciplinary collaboration," "pharmaceutical sciences," "computer-aided drug design," and "educational leadership" were among the search phrases used. Peer-reviewed papers, case studies, and reports discussing leadership in multidisciplinary pharmaceutical sciences research or instruction were among the eligible studies. Out of 558 identified records, 109 studies were included in accordance with PRISMA requirements (WoS = 476; Scopus = 82). With 10% of research focusing on CADD, 22% on educational leadership, and 68% on more general, multidisciplinary viewpoints, the results indicated a paradigm shift towards interdisciplinary collaboration. However, limitations were found because educational leadership was not included in CADD and network pharmacology frameworks in several studies. The main challenges to productive cooperation were identified as resource limitations, policy gaps, and communication difficulties. This analysis highlights how institutional frameworks, regulatory support, and adaptive leadership techniques are necessary to facilitate long-term knowledge sharing, innovation absorption, and better research outcomes in the pharmaceutical sciences. Therefore, enhancing educational leadership opens the door to long-term effects and sustained capacity building in multidisciplinary pharmaceutical research. – Name: AbstractInfo Label: Abstractor Group: Ab Data: As Provided – Name: DateEntry Label: Entry Date Group: Date Data: 20260101 – Name: AN Label: Accession Number Group: ID Data: EJ1513421 |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1513421 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1002/bmb.70057 Languages: – Text: English PhysicalDescription: Pagination: PageCount: 12 StartPage: 338 Subjects: – SubjectFull: Literature Reviews Type: general – SubjectFull: Computer Assisted Design Type: general – SubjectFull: Pharmacology Type: general – SubjectFull: Technology Uses in Education Type: general – SubjectFull: Educational Technology Type: general – SubjectFull: Interdisciplinary Approach Type: general – SubjectFull: Technology Integration Type: general – SubjectFull: Medical Research Type: general – SubjectFull: Instructional Leadership Type: general Titles: – TitleFull: Educational Leadership for Sustainable Capacity Building towards Enhancing Interdisciplinary Collaboration in Computer-Aided Drug Design and Network Pharmacology: A Systematic Review Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Peter Chinedu Agu – PersonEntity: Name: NameFull: Miracle Uzochukwu Okafor – PersonEntity: Name: NameFull: Chioma Blessing Momah – PersonEntity: Name: NameFull: Patrick Maduabuchi Aja – PersonEntity: Name: NameFull: Mohammad Arif – PersonEntity: Name: NameFull: Jun Lu IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 1470-8175 – Type: issn-electronic Value: 1539-3429 Numbering: – Type: volume Value: 54 – Type: issue Value: 4 Titles: – TitleFull: Biochemistry and Molecular Biology Education Type: main |
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