Integrating case-based bioinformatics into an undergraduate curriculum: a project-oriented course emphasizing human disease

Bioinformatics has become essential for modern life sciences, yet many undergraduate programs lack systematic training that bridges biological inquiry with computational analysis. We designed and implemented a project-oriented, case-based introductory bioinformatics course at Yeshiva College for biology and chemistry majors, most of whom have no prior coding experience. The course emphasizes human disease as a unifying theme and integrates foundational topics—genomic databases, sequencing technologies, sequence alignment, protein structure, statistical analysis in R, and introductory machine learning—with hands-on laboratory exercises in Python, R, PyMOL, and web-based tools. A longitudinal final project requires students to investigate a complex disease of their choice, leverage genome browsers and GWAS resources, examine SNPs and molecular mechanisms, and evaluate therapeutic implications. Over three years, student survey data ( n = 24 respondents; 68% response rate) indicated substantial self-reported gains in bioinformatics skills, high confidence in applying tools, and a strong endorsement of the course's relevance and design. Mapping the curriculum to the Network for Integrating Bioinformatics into Life Sciences Education (NIBLSE) core competencies demonstrates broad coverage across data access, analysis, modeling, and interpretation, and supports this case-based framework as an adaptable instructional model for institutions seeking to introduce bioinformatics early in the life sciences curriculum.

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Publication Details

Journal
Frontiers in Education
Published
2026-11-05
DOI
https://doi.org/10.3389/feduc.2026.1957483
Primary Topic
Genetics, Bioinformatics, and Biomedical Research
Type
article
Field-Weighted Citation Impact
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article

Integrating case-based bioinformatics into an undergraduate curriculum: a project-oriented course emphasizing human disease

Moshe Carroll, Raji Viswanathan, Mordechai Walder, Jaden Jubas et al.
Frontiers in Education
Genetics, Bioinformatics, and Biomedical Research
article

Integrating case-based bioinformatics into an undergraduate curriculum: a project-oriented course emphasizing human disease

Moshe Carroll, Raji Viswanathan, Mordechai Walder, Jaden Jubas, Joshua Mehlman, Stanley Khaskelzon, Rafael Saperstein, Ephraim Boczko
article en

Abstract

Bioinformatics has become essential for modern life sciences, yet many undergraduate programs lack systematic training that bridges biological inquiry with computational analysis. We designed and implemented a project-oriented, case-based introductory bioinformatics course at Yeshiva College for biology and chemistry majors, most of whom have no prior coding experience. The course emphasizes human disease as a unifying theme and integrates foundational topics—genomic databases, sequencing technologies, sequence alignment, protein structure, statistical analysis in R, and introductory machine learning—with hands-on laboratory exercises in Python, R, PyMOL, and web-based tools. A longitudinal final project requires students to investigate a complex disease of their choice, leverage genome browsers and GWAS resources, examine SNPs and molecular mechanisms, and evaluate therapeutic implications. Over three years, student survey data ( n = 24 respondents; 68% response rate) indicated substantial self-reported gains in bioinformatics skills, high confidence in applying tools, and a strong endorsement of the course's relevance and design. Mapping the curriculum to the Network for Integrating Bioinformatics into Life Sciences Education (NIBLSE) core competencies demonstrates broad coverage across data access, analysis, modeling, and interpretation, and supports this case-based framework as an adaptable instructional model for institutions seeking to introduce bioinformatics early in the life sciences curriculum.

Frontiers in EducationVol. 11
Yeshiva University (US)
Openalex Percentile: Top 26%
Genetics, Bioinformatics, and Biomedical Research
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Integrating case-based bioinformatics into an undergraduate curriculum: a project-oriented course emphasizing human disease — Moshe Carroll, Raji Viswanathan, et al. · Frontiers in Education (2026) | TGRS Research Map | TGRS