Evidence map›Paper›PMID 41947118›Full record

ArticleBMC medical education2026

A novel 'Blended Pedagogy' for integrating bioinformatics into the undergraduate medical curriculum: a pilot study on feasibility and student engagement.

Ragini D Singh, Anupam Berwal, Lokvendra S Budania, Sagar Dholariya, Ravindra Kumar, Deepak Parchwani

Abstract read
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Article in BMC medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Ragini D SinghDepartment of Biochemistry, All India Institute of Medical Sciences (AIIMS), Rajkot, India.
Anupam BerwalDepartment of Microbiology, Kalpana Chawla Government Medical College (KCGMC), Karnal, India.
Lokvendra S BudaniaDepartment of Anaesthesia, Kalpana Chawla Government Medical College (KCGMC), Karnal, India.
Sagar DholariyaDepartment of Biochemistry, All India Institute of Medical Sciences (AIIMS), Rajkot, India. drsagar.dholariya@gmail.com.
Ravindra KumarDepartment of Bioscience and Engineering, National Institute of Technology, Calicut, India.
Deepak ParchwaniDepartment of Biochemistry, All India Institute of Medical Sciences (AIIMS), Rajkot, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundBioinformatics has become an integral part of genomic medicine; however, its formal inclusion in undergraduate medical education remains limited. Early, structured exposure is essential to bridge the gap between theoretical molecular biology and its computational applications in clinical contexts. This pilot study evaluated the feasibility and acceptability of integrating introductory, clinically contextualised bioinformatics sessions within the first-year molecular biology module of the MBBS curriculum, focusing on short-term changes in medical students’ attitudes, perceived relevance, and engagement with bioinformatics and preparing the future physicians for data-driven clinical practice.

methodsA 10-week molecular biology module with scaffolded, clinically anchored bioinformatics sessions was implemented for first-year MBBS students. Blended Gagné’s Nine Events of Instruction and Peyton’s Four-Step Approach were used as instruction methods. Clinical case vignettes (e.g., TP53 mutation in Li-Fraumeni Syndrome) provided hands-on training on bioinformatics tools, linking sequence to structural and network analysis (BLAST, CLUSTAL W, PHYRE2, PolyPhen-2, HOPE, and STRING). Students’ attitudes and skills were measured using an adapted Colorado Learning Attitudes about Science (CLASS-Bio) Survey with 28 items. Pre- and post-intervention changes in “Motivation and Relevance,” “Problem-solving and confidence,” and “Epistemological Beliefs” were assessed using paired t-tests with Bonferroni correction and Cohen’s d for practical magnitude and clustering analysis to identify engagement patterns (Python 3.12.7).

resultsThe intervention improved ‘Motivation and Relevance’ scores (p < 0.001), with gains in interest, perceived relevance, and willingness to pursue further bioinformatics learning. One item (interest in additional bioinformatics coursework) showed statistically significant improvement after Bonferroni correction (p < 0.001), while six other items in the same domain showed nominal significance (p < 0.05), including enjoyment, improved self-efficacy, and perceived tool utility. No significant change was observed in ‘Problem-Solving and Confidence’ (p = 0.39) or ‘Epistemological Beliefs’ domain (p = 0.90). Clustering analysis suggested three exploratory engagement profiles: ‘enthusiasts’, ‘moderately positive, and ‘cautious learners.’

conclusionsThis pilot study supports the feasibility and acceptability of integrating clinically contextualised bioinformatics sessions into first-year molecular biology using a structured blended pedagogy. The module was associated with improved motivation and perceived relevance, while changes in confidence and epistemological beliefs were not observed. Larger multi-institutional studies incorporating objective learning outcomes and comparative designs are warranted to evaluate effectiveness and skill retention.

Indexed as

Computational BiologyCurriculumEducation, Medical, UndergraduateStudents, MedicalFeasibility StudiesFemaleHumansMalePilot ProjectsBioinformaticsComputational toolsCurriculum reformMedical curriculumPedagogical interventionTP53

Identifiers

PMID41947118
PMCPMC13217897

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.