medRxivGenetic & Genomic MedicinePreprint
The spectrum of gene intolerance to variation: Insights from a rare disease cohort
Pilar CacheiroiD, Gabriel MarengoiD, David U. GorkiniD, Kevin A. PetersoniD, Yonina LoskoveiD, Stephen A. MurrayiD, Damian P. SmedleyiD
Abstract
Deciphering the spectrum of intolerance to loss-of-function (LoF) variation helps identify genes that are critical at various stages of development and hierarchical levels of organisation. We have previously combined cell and mouse viability screens for single-gene knockouts, to summarise this spectrum into discrete categories, Full Spectrum of Intolerance to Loss-of-function (FUSIL), from genes essential for cell proliferation to those where LoF has no phenotypic impact. Here, we expand on this analysis to uncover distinct patterns in gene expression across developmental stages in both mouse and human within these categories, as well as gene sequence and evolutionary features, protein functional classes, and disease associations. Further, by analysing data from diagnosed patients in a rare disease cohort, we gain insights into the relationships between variant de novo status, molecular consequence, mode of inheritance, and type of disorder in the FUSIL categories. These associations facilitate the identification of predicted pathogenic variants in genes not currently linked to Mendelian conditions.
- organism: mouse
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- research focus: variant effect prediction
- research focus: gene regulatory network inference
- approach: statistical model
- approach: experimental assay
- Citations
- 2
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Human and mouse essentiality screens as a resource for disease gene discovery
Pilar Cacheiro, Violeta Muñoz‐Fuentes, … A. Siddiq·Nature CommunicationsPeer-reviewed·Jan 31, 2020
- Clustering of predicted loss-of-function variants in genes linked with monogenic disease can explain incomplete penetrance
Robin N. Beaumont, Gareth Hawkes, … Caroline Fiona Wright·Genome MedicinePeer-reviewed·Apr 26, 2024
- Mendelian gene identification through mouse embryo viability screening
Pilar Cacheiro, Carl Henrik Westerberg, … John Pullinger·Genome MedicinePeer-reviewed·Oct 13, 2022
- Lethal phenotypes in Mendelian disorders
Pilar Cacheiro, Samantha Lawson, … Damian P. Smedley·Genetics in MedicinePeer-reviewed·Apr 15, 2024
- Exploring penetrance of clinically relevant variants in over 800,000 humans from the Genome Aggregation Database
Sanna Gudmundsson, Moriel Singer‐Berk, … Fernando S. Goes·Nature CommunicationsPeer-reviewed·Oct 31, 2025
- Functional Category-Specific Intolerance Reflects Genic Function and Clinical Relevance
Yuncheng Duan, Constantine Stavrianidis, … Andrew S. Allen·bioRxiv·Sep 24, 2025