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一种用于阐明γ-碳酸酐酶抑制剂作用机制的化学信息学和网络药理学方法。

A cheminformatics and network pharmacology approach to elucidate the mechanism of action of γ-carbonic anhydrase inhibitors.

作者信息

Manaithiya Ajay, Bhowmik Ratul, Bhattacharya Kunal, Ray Rajarshi, Shyamal Sagar Singh, Carta Fabrizio, Supuran Claudiu T, Parkkila Seppo, Aspatwar Ashok

机构信息

Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.

Pratiksha Institute of Pharmaceutical Sciences, Guwahati, Assam, India.

出版信息

Front Pharmacol. 2024 Sep 2;15:1457012. doi: 10.3389/fphar.2024.1457012. eCollection 2024.

DOI:10.3389/fphar.2024.1457012
PMID:39286631
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11402817/
Abstract

BACKGROUND

(Mtb) carbonic anhydrases (CAs) are critical enzymes that regulate pH by converting CO to HCO , essential for Mtb's survival in acidic environments. Inhibiting γ-CAs presents a potential target for novel antituberculosis drugs with unique mechanisms of action.

OBJECTIVE

This study aimed to explore the biological connections underlying Mtb pathogenesis and investigate the mechanistic actions of antituberculosis compounds targeting the Cas9 protein.

METHODS

We employed homology modeling and virtual screening to identify compounds with high binding affinities for Cas9 protein. This study used the homology modeling approach employing high-quality AlphaFold DB models for γ-CA. Furthermore, the systems biology approach was used for analyzing the integrated modelling of compounds, integrating data on genes, pathways, phenotypes, and molecular descriptors. Single-cell RNA sequencing was also conducted to profile gene expression.

RESULTS

Three compounds, F10921405, F08060425, and F14437079, potentially binding to Cas9 protein, have been identified. F10921405 and F08060425 showed significant overlap in their effects on pathways related to the immune response, while F14437079 displayed distinct mechanistic pathways. Expression profiling revealed high levels of genes such as PDE4D, ROCK2, ITK, MAPK10, and SYK in response to F1092-1405 and F0806-0425, and MMP2 and CALCRL in response to F1443-7079. These genes, which play a role in immune modulation and lung tissue integrity, are essential to fight against Mtb.

CONCLUSION

The molecular relationship and pathways linked to the mentioned compounds give the study a holistic perspective of targeting Mtb, which is essential in designing specific therapeutic approaches. Subsequent research will involve experimental validation to demonstrate the efficacy of the promising candidates in Mtb infections.

摘要

背景

结核分枝杆菌(Mtb)碳酸酐酶(CAs)是通过将CO转化为HCO来调节pH的关键酶,这对Mtb在酸性环境中的生存至关重要。抑制γ-碳酸酐酶是具有独特作用机制的新型抗结核药物的潜在靶点。

目的

本研究旨在探索Mtb发病机制背后的生物学联系,并研究靶向Cas9蛋白的抗结核化合物的作用机制。

方法

我们采用同源建模和虚拟筛选来鉴定与Cas9蛋白具有高结合亲和力的化合物。本研究使用同源建模方法,采用高质量的AlphaFold DB模型构建γ-碳酸酐酶。此外,系统生物学方法用于分析化合物的综合建模,整合基因、途径、表型和分子描述符的数据。还进行了单细胞RNA测序以分析基因表达。

结果

已鉴定出三种可能与Cas9蛋白结合的化合物,即F10921405、F08060425和F14437079。F10921405和F08060425对与免疫反应相关途径的影响存在显著重叠,而F14437079表现出不同的作用机制途径。表达谱分析显示,F1092 - 1405和F0806 - 0425刺激下,PDE4D、ROCK2、ITK、MAPK10和SYK等基因表达水平较高;F1443 - 7079刺激下,MMP2和CALCRL基因表达水平较高。这些在免疫调节和肺组织完整性中起作用的基因对于抵抗Mtb至关重要。

结论

与上述化合物相关的分子关系和途径为靶向Mtb的研究提供了整体视角,这对于设计特定治疗方法至关重要。后续研究将进行实验验证,以证明这些有前景的候选药物在Mtb感染中的疗效。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/7f2b43426cbc/fphar-15-1457012-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/8f8bfc40f9e8/fphar-15-1457012-g001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/4794af370f59/fphar-15-1457012-g006.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/96534e54b12e/fphar-15-1457012-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/7f2b43426cbc/fphar-15-1457012-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/8f8bfc40f9e8/fphar-15-1457012-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/dda3de7a2c13/fphar-15-1457012-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/9c657491c335/fphar-15-1457012-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/d610b1fbaeee/fphar-15-1457012-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/6d0e2fe627ec/fphar-15-1457012-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/4794af370f59/fphar-15-1457012-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/3cc7368749dc/fphar-15-1457012-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/96534e54b12e/fphar-15-1457012-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cff7/11402817/7f2b43426cbc/fphar-15-1457012-g009.jpg

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