ArticleComputational and structural biotechnology journal2023
Beyond structural bioinformatics for genomics with dynamics characterization of an expanded KRAS mutational landscape.
Article in Computational and structural biotechnology journal, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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5 citing papers in PubMed, 8 citations in OpenAlex.
- Multi-State Structural Genomics Enables Large-Scale, Mechanistic, and Context-Specific Classification of ABCC6 Genetic Variants Implicated in Calcification Diseases.International journal of molecular sciences · 2026Article
- Advancing Deep Variant Phenotyping of Mitochondrial Enzyme Complexes For Precision Medicine in Allogeneic Hematopoietic Stem-Cell Transplantation.Transplantation reports · 2025Article
- An Analytical Approach that Combines Knowledge from Germline and Somatic Mutations Enhances Tumor Genomic Reanalyses in Precision Oncology.Journal of computational biology : a journal of computational molecular cell biology · 2025Article
- M-Ras distinct activation scenarios: A mechanistic outlook and targeting.Computational and structural biotechnology journal · 2025Article
- Understanding Osaka mutation polymorphic Aβ fibril response to static and oscillating electric fields: insights from computational modeling.Scientific reports · 2024Article
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Authors and funding
13 authors at 1 institution in 1 country.
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Abstract
Current capabilities in genomic sequencing outpace functional interpretations. Our previous work showed that 3D protein structure calculations enhance mechanistic understanding of genetic variation in sequenced tumors and patients with rare diseases. The KRAS GTPase is among the critical genetic factors driving cancer and germline conditions. Because KRAS-altered tumors frequently harbor one of three classic hotspot mutations, nearly all studies have focused on these mutations, leaving significant functional ambiguity across the broader KRAS genomic landscape observed in cancer and non-cancer diseases. Herein, we extend structural bioinformatics with molecular simulations to study an expanded landscape of 86 KRAS mutations. We identify multiple coordinated changes strongly associated with experimentally established KRAS biophysical and biochemical properties. The patterns we observe span hotspot and non-hotspot alterations, which can all dysregulate Switch regions, producing mutation-restricted conformations with different effector binding propensities. We experimentally measured mutation thermostability and identified shared and distinct patterns with simulations. Our results indicate mutation-specific conformations, which show potential for future research into how these alterations reverberate into different molecular and cellular functions. The data we present is not predictable using current genomic tools, demonstrating the added functional information derived from molecular simulations for interpreting human genetic variation.
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