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AI-readiness for Biomedical Data: Bridge2AI Recommendations.
Clark T, Caufield H, Parker JA, Al Manir S, Amorim E, Eddy J, Gim N, Gow B, Goar W, Haendel M, Hansen JN, Harris N, Hermjakob H, Joachimiak M, Jordan G, Lee IH, McWeeney SK, Nebeker C, Nikolov M, Shaffer J, Sheffield N, Sheynkman G, Stevenson J, Chen JY, Mungall C, Wagner A, Kong SW, Ghosh SS, Patel B, Williams A, Munoz-Torres MC. Clark T, et al. bioRxiv [Preprint]. 2024 Nov 24:2024.10.23.619844. doi: 10.1101/2024.10.23.619844. bioRxiv. 2024. PMID: 39484409 Free PMC article. Preprint.
NFTest: automated testing of Nextflow pipelines.
Patel Y, Zhu C, Yamaguchi TN, Bugh YZ, Tian M, Holmes A, Fitz-Gibbon ST, Boutros PC. Patel Y, et al. Bioinformatics. 2024 Feb 1;40(2):btae081. doi: 10.1093/bioinformatics/btae081. Bioinformatics. 2024. PMID: 38341660 Free PMC article.
PipeVal: light-weight extensible tool for file validation.
Patel Y, Beshlikyan A, Jordan M, Kim G, Holmes A, Yamaguchi TN, Boutros PC. Patel Y, et al. Bioinformatics. 2024 Feb 1;40(2):btae079. doi: 10.1093/bioinformatics/btae079. Bioinformatics. 2024. PMID: 38341658 Free PMC article.
A robust benchmark for detecting low-frequency variants in the HG002 Genome In A Bottle NIST reference material.
Daniels CA, Abdulkadir A, Cleveland MH, McDaniel JH, Jáspez D, Rubio-Rodríguez LA, Muñoz-Barrera A, Lorenzo-Salazar JM, Flores C, Yoo B, Sahraeian SME, Wang Y, Rossi M, Visvanath A, Murray L, Chen WT, Catreux S, Han J, Mehio R, Parnaby G, Carroll A, Chang PC, Shafin K, Cook D, Kolesnikov A, Brambrink L, Mootor MFE, Patel Y, Yamaguchi TN, Boutros PC, Sienkiewicz K, Foox J, Mason CE, Lajoie BR, Ruiz-Perez CA, Kruglyak S, Zook JM, Olson ND. Daniels CA, et al. bioRxiv [Preprint]. 2024 Dec 5:2024.12.02.625685. doi: 10.1101/2024.12.02.625685. bioRxiv. 2024. PMID: 39677813 Free PMC article. Preprint.
Best practices to evaluate the impact of biomedical research software-metric collection beyond citations.
Afiaz A, Ivanov AA, Chamberlin J, Hanauer D, Savonen CL, Goldman MJ, Morgan M, Reich M, Getka A, Holmes A, Pati S, Knight D, Boutros PC, Bakas S, Caporaso JG, Del Fiol G, Hochheiser H, Haas B, Schloss PD, Eddy JA, Albrecht J, Fedorov A, Waldron L, Hoffman AM, Bradshaw RL, Leek JT, Wright C. Afiaz A, et al. Bioinformatics. 2024 Aug 2;40(8):btae469. doi: 10.1093/bioinformatics/btae469. Bioinformatics. 2024. PMID: 39067017 Free PMC article.
Evaluation of software impact designed for biomedical research: Are we measuring what's meaningful?
Afiaz A, Ivanov AA, Chamberlin J, Hanauer D, Savonen CL, Goldman MJ, Morgan M, Reich M, Getka A, Holmes A, Pati S, Knight D, Boutros PC, Bakas S, Caporaso JG, Del Fiol G, Hochheiser H, Haas B, Schloss PD, Eddy JA, Albrecht J, Fedorov A, Waldron L, Hoffman AM, Bradshaw RL, Leek JT, Wright C. Afiaz A, et al. ArXiv [Preprint]. 2023 Jun 5:arXiv:2306.03255v1. ArXiv. 2023. PMID: 37332562 Free PMC article. Preprint.
Metapipeline-DNA: A Comprehensive Germline & Somatic Genomics Nextflow Pipeline.
Patel Y, Zhu C, Yamaguchi TN, Wang N, Wiltsie N, Gonzalez A, Winata H, Zeltser N, Pan Y, Mootor MFE, Sanders T, Kandoth C, Fitz-Gibbon ST, Livingstone J, Liu LY, Carlin B, Holmes A, Oh J, Sahrmann J, Tao S, Eng S, Hugh-White R, Pashminehazar K, Park A, Beshlikyan A, Jordan M, Wu S, Tian M, Arbet J, Neilsen B, Bugh YZ, Kim G, Salmingo J, Zhang W, Haas R, Anand A, Hwang E, Neiman-Golden A, Steinberg P, Zhao W, Anand P, Tsai BL, Boutros PC. Patel Y, et al. bioRxiv [Preprint]. 2025 Jan 13:2024.09.04.611267. doi: 10.1101/2024.09.04.611267. bioRxiv. 2025. PMID: 39282325 Free PMC article. Preprint.