Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework

ABSTRACT: A whole-exome capture and next-generation sequencing was applied to an 11 y/o patient with a clinical history of congenital hypotonia, generalized motor and cognitive neurodevelopmental delay, and severe cognitive deficit, and without any identifiable Syndromic pattern, and to her parents,...

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Autores:
Soto Ospina, Johnny Alejandro
Villegas Lanau, Carlos Andrés
Arcos Burgos, Oscar Mauricio
López Rivera, Juan Javier
Rodríguez Salazar, Luna
Estrada Serrato, Carlos
Serrano, David
Chaparro Solano, Henry Mauricio
Londoño, Olga
Rueda, Paula A.
Ardila, Geraldine
Godoy Corredor, Marcela
Cuartas, Mauricio
Vélez Valbuena, Jorge Iván
Vidal, Oscar M.
Isaza Ruget, Mario A.
Tipo de recurso:
Article of investigation
Fecha de publicación:
2022
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/41084
Acceso en línea:
https://hdl.handle.net/10495/41084
Palabra clave:
Encefalopatías
Brain Diseases
Encéfalo
Brain
Discapacidades del Desarrollo
Developmental Disabilities
Discapacidad Intelectual
Intellectual Disability
https://id.nlm.nih.gov/mesh/D001927
https://id.nlm.nih.gov/mesh/D001921
https://id.nlm.nih.gov/mesh/D002658
https://id.nlm.nih.gov/mesh/D008607
Rights
openAccess
License
http://creativecommons.org/licenses/by/2.5/co/
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network_acronym_str UDEA2
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repository_id_str
dc.title.spa.fl_str_mv Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
title Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
spellingShingle Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
Encefalopatías
Brain Diseases
Encéfalo
Brain
Discapacidades del Desarrollo
Developmental Disabilities
Discapacidad Intelectual
Intellectual Disability
https://id.nlm.nih.gov/mesh/D001927
https://id.nlm.nih.gov/mesh/D001921
https://id.nlm.nih.gov/mesh/D002658
https://id.nlm.nih.gov/mesh/D008607
title_short Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
title_full Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
title_fullStr Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
title_full_unstemmed Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
title_sort Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework
dc.creator.fl_str_mv Soto Ospina, Johnny Alejandro
Villegas Lanau, Carlos Andrés
Arcos Burgos, Oscar Mauricio
López Rivera, Juan Javier
Rodríguez Salazar, Luna
Estrada Serrato, Carlos
Serrano, David
Chaparro Solano, Henry Mauricio
Londoño, Olga
Rueda, Paula A.
Ardila, Geraldine
Godoy Corredor, Marcela
Cuartas, Mauricio
Vélez Valbuena, Jorge Iván
Vidal, Oscar M.
Isaza Ruget, Mario A.
dc.contributor.author.none.fl_str_mv Soto Ospina, Johnny Alejandro
Villegas Lanau, Carlos Andrés
Arcos Burgos, Oscar Mauricio
López Rivera, Juan Javier
Rodríguez Salazar, Luna
Estrada Serrato, Carlos
Serrano, David
Chaparro Solano, Henry Mauricio
Londoño, Olga
Rueda, Paula A.
Ardila, Geraldine
Godoy Corredor, Marcela
Cuartas, Mauricio
Vélez Valbuena, Jorge Iván
Vidal, Oscar M.
Isaza Ruget, Mario A.
dc.contributor.researchgroup.spa.fl_str_mv Genética Molecular (GENMOL)
Grupo de Investigación en Psiquiatría GIPSI
Grupo de Neurociencias de Antioquia
dc.subject.decs.none.fl_str_mv Encefalopatías
Brain Diseases
Encéfalo
Brain
Discapacidades del Desarrollo
Developmental Disabilities
Discapacidad Intelectual
Intellectual Disability
topic Encefalopatías
Brain Diseases
Encéfalo
Brain
Discapacidades del Desarrollo
Developmental Disabilities
Discapacidad Intelectual
Intellectual Disability
https://id.nlm.nih.gov/mesh/D001927
https://id.nlm.nih.gov/mesh/D001921
https://id.nlm.nih.gov/mesh/D002658
https://id.nlm.nih.gov/mesh/D008607
dc.subject.meshuri.none.fl_str_mv https://id.nlm.nih.gov/mesh/D001927
https://id.nlm.nih.gov/mesh/D001921
https://id.nlm.nih.gov/mesh/D002658
https://id.nlm.nih.gov/mesh/D008607
description ABSTRACT: A whole-exome capture and next-generation sequencing was applied to an 11 y/o patient with a clinical history of congenital hypotonia, generalized motor and cognitive neurodevelopmental delay, and severe cognitive deficit, and without any identifiable Syndromic pattern, and to her parents, we disclosed a de novo heterozygous pathogenic mutation, c.697_699del p.Phe233del (rs786204835)(ACMG classification PS2, PM1, PM2, PP5), harbored in the PURA gene (MIM*600473) (5q31.3), associated with Autosomal Dominant Mental Retardation 31 (MIM # 616158). We used the significant improvement in the accuracy of protein structure prediction recently implemented in AlphaFold that incorporates novel neural network architectures and training procedures based on the evolutionary, physical, and geometric constraints of protein structures. The wild-type (WT) sequence and the mutated sequence, missing the Phe233, were reconstructed. The predicted local Distance Difference Test (lDDT) for the PURAwt and the PURA-Phe233del showed that the occurrence of the Phe233del affects between 220-320 amino acids. The distortion in the PURA structural conformation in the ~5 Å surrounding area after the p.Phe233del produces a conspicuous disruption of the repeat III, where the DNA and RNA helix unwinding capability occurs. PURA Protein-DNA docking corroborated these results in an in silico analysis that showed a loss of the contact of the PURA-Phe233del III repeat domain model with the DNA. Together, (i) the energetic and stereochemical, (ii) the hydropathic indexes and polarity surfaces, and (iii) the hybrid Quantum Mechanics-Molecular Mechanics (QM-MM) analyses of the PURA molecular models demarcate, at the atomic resolution, the specific surrounding region affected by these mutations and pave the way for future cell-based functional analysis. To the best of our knowledge, this is the first report of a de novo mutation underpinning a PURA syndrome in a Latin American patient and highlights the importance of predicting the molecular effects in protein structure using artificial intelligence algorithms and molecular and atomic resolution stereochemical analyses.
publishDate 2022
dc.date.issued.none.fl_str_mv 2022
dc.date.accessioned.none.fl_str_mv 2024-08-11T01:01:28Z
dc.date.available.none.fl_str_mv 2024-08-11T01:01:28Z
dc.type.spa.fl_str_mv Artículo de investigación
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dc.identifier.citation.spa.fl_str_mv López-Rivera JJ, Rodríguez-Salazar L, Soto-Ospina A, Estrada-Serrato C, Serrano D, Chaparro-Solano HM, Londoño O, Rueda PA, Ardila G, Villegas-Lanau A, Godoy-Corredor M, Cuartas M, Vélez JI, Vidal OM, Isaza-Ruget MA, Arcos-Burgos M. Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework. Brain Sci. 2022 Jun 30;12(7):871. doi: 10.3390/brainsci12070871.
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/41084
dc.identifier.doi.none.fl_str_mv 10.3390/brainsci12070871.
dc.identifier.eissn.none.fl_str_mv 2076-3425
identifier_str_mv López-Rivera JJ, Rodríguez-Salazar L, Soto-Ospina A, Estrada-Serrato C, Serrano D, Chaparro-Solano HM, Londoño O, Rueda PA, Ardila G, Villegas-Lanau A, Godoy-Corredor M, Cuartas M, Vélez JI, Vidal OM, Isaza-Ruget MA, Arcos-Burgos M. Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework. Brain Sci. 2022 Jun 30;12(7):871. doi: 10.3390/brainsci12070871.
10.3390/brainsci12070871.
2076-3425
url https://hdl.handle.net/10495/41084
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv Brain. Sci.
dc.relation.citationendpage.spa.fl_str_mv 17
dc.relation.citationissue.spa.fl_str_mv 7
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 12
dc.relation.ispartofjournal.spa.fl_str_mv Brain Sciences
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spelling Soto Ospina, Johnny AlejandroVillegas Lanau, Carlos AndrésArcos Burgos, Oscar MauricioLópez Rivera, Juan JavierRodríguez Salazar, LunaEstrada Serrato, CarlosSerrano, DavidChaparro Solano, Henry MauricioLondoño, OlgaRueda, Paula A.Ardila, GeraldineGodoy Corredor, MarcelaCuartas, MauricioVélez Valbuena, Jorge IvánVidal, Oscar M.Isaza Ruget, Mario A.Genética Molecular (GENMOL)Grupo de Investigación en Psiquiatría GIPSIGrupo de Neurociencias de Antioquia2024-08-11T01:01:28Z2024-08-11T01:01:28Z2022López-Rivera JJ, Rodríguez-Salazar L, Soto-Ospina A, Estrada-Serrato C, Serrano D, Chaparro-Solano HM, Londoño O, Rueda PA, Ardila G, Villegas-Lanau A, Godoy-Corredor M, Cuartas M, Vélez JI, Vidal OM, Isaza-Ruget MA, Arcos-Burgos M. Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics Framework. Brain Sci. 2022 Jun 30;12(7):871. doi: 10.3390/brainsci12070871.https://hdl.handle.net/10495/4108410.3390/brainsci12070871.2076-3425ABSTRACT: A whole-exome capture and next-generation sequencing was applied to an 11 y/o patient with a clinical history of congenital hypotonia, generalized motor and cognitive neurodevelopmental delay, and severe cognitive deficit, and without any identifiable Syndromic pattern, and to her parents, we disclosed a de novo heterozygous pathogenic mutation, c.697_699del p.Phe233del (rs786204835)(ACMG classification PS2, PM1, PM2, PP5), harbored in the PURA gene (MIM*600473) (5q31.3), associated with Autosomal Dominant Mental Retardation 31 (MIM # 616158). We used the significant improvement in the accuracy of protein structure prediction recently implemented in AlphaFold that incorporates novel neural network architectures and training procedures based on the evolutionary, physical, and geometric constraints of protein structures. The wild-type (WT) sequence and the mutated sequence, missing the Phe233, were reconstructed. The predicted local Distance Difference Test (lDDT) for the PURAwt and the PURA-Phe233del showed that the occurrence of the Phe233del affects between 220-320 amino acids. The distortion in the PURA structural conformation in the ~5 Å surrounding area after the p.Phe233del produces a conspicuous disruption of the repeat III, where the DNA and RNA helix unwinding capability occurs. PURA Protein-DNA docking corroborated these results in an in silico analysis that showed a loss of the contact of the PURA-Phe233del III repeat domain model with the DNA. Together, (i) the energetic and stereochemical, (ii) the hydropathic indexes and polarity surfaces, and (iii) the hybrid Quantum Mechanics-Molecular Mechanics (QM-MM) analyses of the PURA molecular models demarcate, at the atomic resolution, the specific surrounding region affected by these mutations and pave the way for future cell-based functional analysis. To the best of our knowledge, this is the first report of a de novo mutation underpinning a PURA syndrome in a Latin American patient and highlights the importance of predicting the molecular effects in protein structure using artificial intelligence algorithms and molecular and atomic resolution stereochemical analyses.KeraltyCOL0006723COL0010744COL002914717 páginasapplication/pdfengMDPIBasilea, Suizahttp://creativecommons.org/licenses/by/2.5/co/https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Structural Protein Effects Underpinning Cognitive Developmental Delay of the PURA p.Phe233del Mutation Modelled by Artificial Intelligence and the Hybrid Quantum Mechanics-Molecular Mechanics FrameworkArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionEncefalopatíasBrain DiseasesEncéfaloBrainDiscapacidades del DesarrolloDevelopmental DisabilitiesDiscapacidad IntelectualIntellectual Disabilityhttps://id.nlm.nih.gov/mesh/D001927https://id.nlm.nih.gov/mesh/D001921https://id.nlm.nih.gov/mesh/D002658https://id.nlm.nih.gov/mesh/D008607Brain. 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