CAGI6 ID-Challenge: Assessment of phenotype and variant predictions in 415 children with Neurodevelopmental Disorders (NDDs).

CAGI Neurodevelopmental Disorders gene-panel phenotype prediction variants interpretation

Journal

Research square
Titre abrégé: Res Sq
Pays: United States
ID NLM: 101768035

Informations de publication

Date de publication:
02 Aug 2023
Historique:
pubmed: 14 8 2023
medline: 14 8 2023
entrez: 14 8 2023
Statut: epublish

Résumé

In the context of the Critical Assessment of the Genome Interpretation, 6th edition (CAGI6), the Genetics of Neurodevelopmental Disorders Lab in Padua proposed a new ID-challenge to give the opportunity of developing computational methods for predicting patient's phenotype and the causal variants. Eight research teams and 30 models had access to the phenotype details and real genetic data, based on the sequences of 74 genes (VCF format) in 415 pediatric patients affected by Neurodevelopmental Disorders (NDDs). NDDs are clinically and genetically heterogeneous conditions, with onset in infant age. In this study we evaluate the ability and accuracy of computational methods to predict comorbid phenotypes based on clinical features described in each patient and causal variants. Finally, we asked to develop a method to find new possible genetic causes for patients without a genetic diagnosis. As already done for the CAGI5, seven clinical features (ID, ASD, ataxia, epilepsy, microcephaly, macrocephaly, hypotonia), and variants (causative, putative pathogenic and contributing factors) were provided. Considering the overall clinical manifestation of our cohort, we give out the variant data and phenotypic traits of the 150 patients from CAGI5 ID-Challenge as training and validation for the prediction methods development.

Identifiants

pubmed: 37577579
doi: 10.21203/rs.3.rs-3209168/v1
pmc: PMC10418555
pii:
doi:

Types de publication

Preprint

Langues

eng

Déclaration de conflit d'intérêts

Competing Interests The authors declare no competing interests.

Auteurs

Maria Cristina Aspromonte (MC)

Department of Biomedical Sciences, University of Padova.

Alessio Del Conte (AD)

Department of Biomedical Sciences, University of Padova.

Shaowen Zhu (S)

Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843.

Wuwei Tan (W)

Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843.

Yang Shen (Y)

Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843.

Yexian Zhang (Y)

CUHK Shenzhen Research Institute, Shenzhen.

Qi Li (Q)

CUHK Shenzhen Research Institute, Shenzhen.

Maggie Haitian Wang (MH)

CUHK Shenzhen Research Institute, Shenzhen.

Giulia Babbi (G)

Biocomputing Group, Department of Pharmacy and Biotechnology, University of Bologna.

Samuele Bovo (S)

Department of Agricultural and Food Sciences, University of Bologna.

Pier Luigi Martelli (PL)

Biocomputing Group, Department of Pharmacy and Biotechnology, University of Bologna.

Rita Casadio (R)

Biocomputing Group, Department of Pharmacy and Biotechnology, University of Bologna.

Azza Althagafi (A)

Computational Bioscience Research Center (CBRC), Computer, Electrical and Mathematical Sciences & Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal 23.

Sumyyah Toonsi (S)

Computational Bioscience Research Center (CBRC), Computer, Electrical and Mathematical Sciences & Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal 23.

Maxat Kulmanov (M)

Computational Bioscience Research Center (CBRC), Computer, Electrical and Mathematical Sciences & Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal 23.

Robert Hoehndorf (R)

Computational Bioscience Research Center (CBRC), Computer, Electrical and Mathematical Sciences & Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal 23.

Panagiotis Katsonis (P)

Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030.

Amanda Williams (A)

Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030.

Olivier Lichtarge (O)

Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030.

Su Xian (S)

Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA 98195.

Wesley Surento (W)

Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA 98195.

Vikas Pejaver (V)

Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029.

Sean D Mooney (SD)

Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA 98195.

Uma Sunderam (U)

Innovation Labs, Tata Consultancy Services, Hyderabad.

Rajgopal Srinivasan (R)

Innovation Labs, Tata Consultancy Services, Hyderabad.

Alessandra Murgia (A)

Department of Women's and Children's Health, University of Padova.

Damiano Piovesan (D)

Department of Biomedical Sciences, University of Padova.

Silvio C E Tosatto (SCE)

Department of Biomedical Sciences, University of Padova.

Emanuela Leonardi (E)

Department of Biomedical Sciences, University of Padova.

Classifications MeSH