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Physiological modeling of the metaverse of the Mycobacterium tuberculosis ß-CA inhibition mechanism.
Giovannuzzi, Simone; Shyamal, Sagar Singh; Bhowmik, Ratul; Ray, Rajarshi; Manaithiya, Ajay; Carta, Fabrizio; Parrkila, Seppo; Aspatwar, Ashok; Supuran, Claudiu T.
Afiliação
  • Giovannuzzi S; Department of Neuroscience, Psychology, Drug Research, and Child's Health, Section of Pharmaceutical and Nutraceutical Sciences, University of Florence, Via Ugo Schiff 6, 50019, Sesto Fiorentino, Italy.
  • Shyamal SS; Department of Pharmaceutical Engineering & Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, India.
  • Bhowmik R; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
  • Ray R; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
  • Manaithiya A; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
  • Carta F; Department of Neuroscience, Psychology, Drug Research, and Child's Health, Section of Pharmaceutical and Nutraceutical Sciences, University of Florence, Via Ugo Schiff 6, 50019, Sesto Fiorentino, Italy.
  • Parrkila S; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland; Fimlab Ltd, Tampere University Hospital, Tampere, Finland.
  • Aspatwar A; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland. Electronic address: ashok.aspatwar@tuni.fi.
  • Supuran CT; Department of Neuroscience, Psychology, Drug Research, and Child's Health, Section of Pharmaceutical and Nutraceutical Sciences, University of Florence, Via Ugo Schiff 6, 50019, Sesto Fiorentino, Italy. Electronic address: claudiu.supuran@unifi.it.
Comput Biol Med ; 181: 109029, 2024 Oct.
Article em En | MEDLINE | ID: mdl-39173489
ABSTRACT
Tuberculosis (TB) is an infectious disease that primarily affects the lungs of humans and accounts for Mycobacterium tuberculosis (Mtb) bacteria as the etiologic agent. In this study, we introduce a computational framework designed to identify the important chemical features crucial for the effective inhibition of Mtb ß-CAs. Through applying a mechanistic model, we elucidated the essential features pivotal for robust inhibition. Using this model, we engineered molecules that exhibit potent inhibitory activity and introduce relevant novel chemistry. The designed molecules were prioritized for synthesis based on their predicted pKi values via the QSAR (Quantitative Structure-Activity Relationship) model. All the rationally designed and synthesized compounds were evaluated in vitro against different carbonic anhydrase isoforms expressed from the pathogen Mtb; moreover, the off-target and widely human-expressed CA I and II were also evaluated. Among the reported derivatives, 2, 4, and 5 demonstrated the most valuable in vitro activity, resulting in promising candidates for the treatment of TB infection. All the synthesized molecules exhibited favorable pharmacokinetic and toxicological profiles based on in silico predictions. Docking analysis confirmed that the zinc-binding groups bind effectively into the catalytic triad of the Mtb ß-Cas, supporting the in vitro outcomes with these binding interactions. Furthermore, molecules with good prediction accuracies according to previously established mechanistic and QSAR models were utilized to delve deeper into the realm of systems biology to understand their mechanism in combating tuberculotic pathogenesis. The results pointed to the key involvement of the compounds in modulating immune responses via NF-κß1, SRC kinase, and TNF-α to modulate granuloma formation and clearance via T cells. This dual action, in which the pathogen's enzyme is inhibited while modulating the human immune machinery, represents a paradigm shift toward more effective and comprehensive treatment approaches for combating tuberculosis.
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Texto completo: 1 Coleções: 01-internacional Temas: Geral Base de dados: MEDLINE Assunto principal: Anidrases Carbônicas / Mycobacterium tuberculosis Limite: Humans Idioma: En Revista: Comput Biol Med Ano de publicação: 2024 Tipo de documento: Article País de afiliação: Itália

Texto completo: 1 Coleções: 01-internacional Temas: Geral Base de dados: MEDLINE Assunto principal: Anidrases Carbônicas / Mycobacterium tuberculosis Limite: Humans Idioma: En Revista: Comput Biol Med Ano de publicação: 2024 Tipo de documento: Article País de afiliação: Itália