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1.
Biochem J ; 480(22): 1871-1885, 2023 11 29.
Artículo en Inglés | MEDLINE | ID: mdl-37943248

RESUMEN

Vaccinia-Related Kinase 2 (VRK2) is an anti-apoptotic Ser/Thr kinase that enhances drug sensitivity in cancer cells. This protein exists in two isoforms: VRK2A, the longer variant, and VRK2B, which lacks the C-terminal region and transmembrane domain. While the therapeutic importance of VRK2 family proteins is known, the specific roles of VRK2A and its interplay with apoptotic regulator Bcl-xL (B-cell lymphoma-extra Large) remain elusive. Bcl-xL regulates cell death by interacting with BAX (B-cell lymphoma-2 Associated X-protein), controlling its cellular localization and influencing BAX-associated processes and signaling pathways. As VRK2A interacts with the Bcl-xL-BAX complex, comprehending its regulatory engagement with Bcl-xL presents potential avenues for intervening in diseases. Using a multi-disciplinary approach, this study provides information on the cellular localization of VRK2A and establishes its interaction with Bcl-xL in the cellular milieu, pinpointing the interacting site and elucidating its anti-apoptotic property within the complex. Furthermore, this study also put forth a model that highlights the importance of VRK2A in stabilizing the ternary complex, formed with Bcl-xL and BAX, thereby impeding BAX dissociation and hence apoptosis. Therefore, further investigations associated with this important revelation will provide cues for designing cancer therapeutics in the future.


Asunto(s)
Linfoma de Células B , Proteína bcl-X , Humanos , Apoptosis , Proteína X Asociada a bcl-2/metabolismo , Proteína bcl-X/metabolismo , Linfoma de Células B/tratamiento farmacológico , Linfoma de Células B/metabolismo , Proteínas Proto-Oncogénicas c-bcl-2/metabolismo
2.
J Am Chem Soc ; 145(37): 20328-20343, 2023 09 20.
Artículo en Inglés | MEDLINE | ID: mdl-37676236

RESUMEN

The stabilization of protein-protein interactions (PPIs) has emerged as a promising strategy in chemical biology and drug discovery. The identification of suitable starting points for stabilizing native PPIs and their subsequent elaboration into selective and potent molecular glues lacks structure-guided optimization strategies. We have previously identified a disulfide fragment that stabilized the hub protein 14-3-3σ bound to several of its clients, including ERα and C-RAF. Here, we show the structure-based optimization of the nonselective fragment toward selective and highly potent small-molecule stabilizers of the 14-3-3σ/ERα complex. The more elaborated molecular glues, for example, show no stabilization of 14-3-3σ/C-RAF up to 150 µM compound. Orthogonal biophysical assays, including mass spectrometry and fluorescence anisotropy, were used to establish structure-activity relationships. The binding modes of 37 compounds were elucidated with X-ray crystallography, which further assisted the concomitant structure-guided optimization. By targeting specific amino acids in the 14-3-3σ/ERα interface and locking the conformation with a spirocycle, the optimized covalent stabilizer 181 achieved potency, cooperativity, and selectivity similar to the natural product Fusicoccin-A. This case study showcases the value of addressing the structure, kinetics, and cooperativity for molecular glue development.


Asunto(s)
Productos Biológicos , Receptor alfa de Estrógeno , Humanos , Receptores de Estrógenos , Aminoácidos , Bioensayo
3.
Mol Breed ; 43(9): 69, 2023 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-37622088

RESUMEN

Complete panicle exsertion (CPE) in rice is an important determinant of yield and a desirable trait in breeding. However, the genetic basis of CPE in rice still remains to be completely characterized. An ethyl methane sulfonate (EMS) mutant line of an elite cultivar Samba Mahsuri (BPT 5204), displaying stable and consistent CPE, was identified and named as CPE-110. MutMap and RNA-seq were deployed for unraveling the genomic regions, genes, and markers associated with CPE. Two major genomic intervals, on chromosome 8 (25668481-25750456) and on chromosome 11 (20147154-20190400), were identified to be linked to CPE through MutMap. A non-synonymous SNP (G/A; Chr8:25683828) in the gene LOC_Os08g40570 encoding pyridoxamine 5'-phosphate oxidase with the SNP index 1 was converted to Kompetitive allele-specific PCR (KASP) marker. This SNP (KASP 8-1) exhibited significant association with CPE and further validated through assay in the F2 mapping population, released varieties and CPE exhibiting BPT 5204 mutant lines. RNA-seq of the flag leaves at the booting stage, 1100 genes were upregulated and 1305 downregulated differentially in CPE-110 and BPT 5204. Metabolic pathway analysis indicated an enrichment of genes involved in photosynthesis, glyoxylate, dicarboxylate, porphyrin, pyruvate, chlorophyll, carotenoid, and carbon metabolism. Further molecular and functional studies of the candidate genes could reveal the mechanistic aspects of CPE. Supplementary Information: The online version contains supplementary material available at 10.1007/s11032-023-01412-1.

4.
Angew Chem Int Ed Engl ; 62(37): e202308004, 2023 09 11.
Artículo en Inglés | MEDLINE | ID: mdl-37455289

RESUMEN

Small-molecule stabilization of protein-protein interactions (PPIs) is a promising strategy in chemical biology and drug discovery. However, the systematic discovery of PPI stabilizers remains a largely unmet challenge. Herein we report a fragment-linking approach targeting the interface of 14-3-3 and a peptide derived from the estrogen receptor alpha (ERα) protein. Two classes of fragments-a covalent and a noncovalent fragment-were co-crystallized and subsequently linked, resulting in a noncovalent hybrid molecule in which the original fragment interactions were largely conserved. Supported by 20 crystal structures, this initial hybrid molecule was further optimized, resulting in selective, 25-fold stabilization of the 14-3-3/ERα interaction. The high-resolution structures of both the single fragments, their co-crystal structures and those of the linked fragments document a feasible strategy to develop orthosteric PPI stabilizers by linking to an initial tethered fragment.


Asunto(s)
Proteínas 14-3-3 , Receptor alfa de Estrógeno , Proteínas 14-3-3/química , Receptor alfa de Estrógeno/metabolismo , Unión Proteica , Descubrimiento de Drogas/métodos
5.
Biochem Biophys Res Commun ; 594: 63-68, 2022 02 26.
Artículo en Inglés | MEDLINE | ID: mdl-35074587

RESUMEN

High temperature requirement protease A2 (HtrA2) is a mitochondrial serine protease that demonstrates multifaceted roles including protein quality control and proapoptotic properties in humans, making it a potential therapeutic target. Current literature suggests involvement of flexible regulatory loops in governing the allosteric propagation within the trimeric HtrA2 ensemble. Here, we have identified three important residues - R147, P148 (L3 loop) and F131 (LD loop) surrounding the catalytic-site that play crucial roles in stabilizing HtrA2 active conformation during its multimodal activation. Although mutagenesis of these residues does not affect the structural integrity, it renders the protease inactive by affecting the regulatory inter-subunit PDZ-protease crosstalk. This is further emphasized by the inactivity observed during N-terminal mediated activation of the HtrA2 loop mutants via BIR2 domain of the antiapoptotic protein XIAP. Overall, our results demonstrate the importance of L3 loop dynamics in mediating the inter-molecular allostery via R147-P148 residues. Understanding the on-off switch that regulates HtrA2 activation might help in designing HtrA2 modulators for therapeutic applications.


Asunto(s)
Serina Peptidasa A2 que Requiere Temperaturas Altas/química , Sitio Alostérico , Dominio Catalítico , Simulación por Computador , Secuencia Conservada , Cristalografía por Rayos X , Transferencia Resonante de Energía de Fluorescencia , Humanos , Simulación de Dinámica Molecular , Mutación , Conformación Proteica , Dominios Proteicos , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Serina Endopeptidasas/metabolismo , Serina Proteasas/metabolismo , Espectrometría de Fluorescencia , Temperatura
6.
Biochem J ; 478(6): 1241-1259, 2021 03 26.
Artículo en Inglés | MEDLINE | ID: mdl-33650635

RESUMEN

HtrA2 (high-temperature requirement A2) and GRIM-19 (gene associated with retinoic and interferon-induced mortality 19 protein) are involved in various biological functions with their deregulation leading to multiple diseases. Although it is known that the interaction between GRIM-19 with HtrA2 promotes the pro-apoptotic activity of the latter, the mechanistic details remained elusive till date. Moreover, designing allosteric modulators of HtrA2 remains obscure due to lack of adequate information on the mode of interaction with its natural substrates cum binding partners. Therefore, in this study, we have unfolded the interaction between HtrA2 and GRIM-19 so as to understand its subsequent functional repercussions. Using in silico analyses and biochemical assays, we identified the region in GRIM-19 that is involved in protein-protein interaction with HtrA2. Furthermore, we have presented a comprehensive illustration of HtrA2's cleavage site specificity. Quantitative analysis using enzyme kinetics underscored the role of GRIM-19 in significant allosteric activation of HtrA2. Overall, this is an extensive study that not only defines HtrA2-GRIM-19 interaction, but also creates a framework for developing strategies toward allosteric regulation of HtrA2 for future therapeutic interventions.


Asunto(s)
Proteínas Reguladoras de la Apoptosis/química , Proteínas Reguladoras de la Apoptosis/metabolismo , Apoptosis , Serina Peptidasa A2 que Requiere Temperaturas Altas/química , Serina Peptidasa A2 que Requiere Temperaturas Altas/metabolismo , NADH NADPH Oxidorreductasas/química , NADH NADPH Oxidorreductasas/metabolismo , Dominios PDZ , Regulación Alostérica , Sitios de Unión , Humanos , Modelos Moleculares , Conformación Proteica , Especificidad por Sustrato
7.
Biochem J ; 477(2): 407-429, 2020 01 31.
Artículo en Inglés | MEDLINE | ID: mdl-31899476

RESUMEN

Human HtrA3 (high-temperature requirement protease A3) is a trimeric multitasking propapoptotic serine protease associated with critical cellular functions and pathogenicity. Implicated in diseases including cancer and pre-eclampsia, its role as a tumor suppressor and potential therapeutic target cannot be ignored. Therefore, elucidating its mode of activation and regulatory switch becomes indispensable towards modulating its functions with desired effects for disease intervention. Using computational, biochemical and biophysical tools, we delineated the role of all domains, their combinations and the critical phenylalanine residues in regulating HtrA3 activity, oligomerization and specificity. Our findings underline the crucial roles of the N-terminus as well as the PDZ domain in oligomerization and formation of a catalytically competent enzyme, thus providing new insights into its structure-function coordination. Our study also reports an intricate ligand-induced allosteric switch, which redefines the existing hypothesis of HtrA3 activation besides opening up avenues for modulating protease activity favorably through suitable effector molecules.


Asunto(s)
Conformación Proteica , Serina Endopeptidasas/genética , Serina Proteasas/genética , Relación Estructura-Actividad , Regulación Alostérica/genética , Secuencia de Aminoácidos/genética , Catálisis , Regulación Enzimológica de la Expresión Génica/genética , Humanos , Dominios PDZ/genética , Multimerización de Proteína/genética , Serina Endopeptidasas/química , Serina Endopeptidasas/ultraestructura , Serina Proteasas/química , Serina Proteasas/ultraestructura
8.
Biochem Biophys Res Commun ; 533(3): 607-612, 2020 12 10.
Artículo en Inglés | MEDLINE | ID: mdl-32988583

RESUMEN

Human high temperature requirement protease A2 (HtrA2) is a trimeric PDZ bearing proapoptotic serine protease, which is involved in various cellular processes and pathologies. Research in the last decade strongly advocates its role as a potential therapeutic target and therefore warrants the need to minutely investigate its mechanism of action, regulation, interactions with other proteins and its binding specificities. In this particular study, we adopted an in silico approach to predict novel interacting partners and/or substrates of HtrA2 by building a peptide library using a binding pattern search. This library was used to look for novel ligand proteins in the human proteome. Thereafter, the putative interaction was validated using biochemical and cell-based studies. In a first, here we report that HtrA2 shows robust interactions with DUSP9 (Dual specificity phosphatase 9) in GST-pulldown and Co-Immunoprecipitation (Co-IP) experiments and cleaves it in vitro. Besides, we also provided a detailed characterization of the interaction interface. Moreover, this study in general provides an efficient, fast and practical method of candidate ligand library screening for exploring the binding properties of HtrA2.


Asunto(s)
Fosfatasas de Especificidad Dual/metabolismo , Serina Peptidasa A2 que Requiere Temperaturas Altas/metabolismo , Fosfatasas de la Proteína Quinasa Activada por Mitógenos/metabolismo , Sitios de Unión , Simulación por Computador , Fosfatasas de Especificidad Dual/química , Serina Peptidasa A2 que Requiere Temperaturas Altas/química , Humanos , Fosfatasas de la Proteína Quinasa Activada por Mitógenos/química , Modelos Moleculares , Proteoma
9.
Biochem J ; 476(10): 1445-1463, 2019 05 21.
Artículo en Inglés | MEDLINE | ID: mdl-31036715

RESUMEN

High-temperature requirement protease A4 (HtrA4) is a secretary serine protease whose expression is up-regulated in pre-eclampsia (PE) and hence is a possible biomarker of PE. It has also been altered in cancers such as glioblastoma, breast carcinoma, and prostate cancer making it an emerging therapeutic target. Among the human HtrAs, HtrA4 is the least characterized protease pertaining to both structure and its functions. Although the members of human HtrA family share a significant structural and functional conservation, subtle structural changes have been associated with certain distinct functional requirements. Therefore, intricate dissection of HtrA4 structural and functional properties becomes imperative to understand its role in various biological and pathophysiological processes. Here, using inter-disciplinary approaches including in silico, biochemical and biophysical studies, we have done a domain-wise dissection of HtrA4 to delineate the roles of the domains in regulating oligomerization, stability, protease activity, and specificity. Our findings distinctly demonstrate the importance of the N-terminal region in oligomerization, stability and hence the formation of a functional enzyme. In silico structural comparison of HtrA4 with other human HtrAs, enzymology studies and cleavage assays with X-linked inhibitor of apoptosis protein (XIAP) show overall structural conservation and allosteric mode of protease activation, which suggest functional redundancy within this protease family. However, significantly lower protease activity as compared with HtrA2 indicates an additional mode of regulation of the protease activity in the cellular milieu. Overall, these studies provide first-hand information on HtrA4 and its interaction with antiapoptotic XIAP thus implicating its involvement in the apoptotic pathway.


Asunto(s)
Simulación de Dinámica Molecular , Serina Proteasas/química , Apoptosis , Femenino , Humanos , Preeclampsia/enzimología , Embarazo , Dominios Proteicos , Multimerización de Proteína , Serina Proteasas/metabolismo , Transducción de Señal , Relación Estructura-Actividad , Proteína Inhibidora de la Apoptosis Ligada a X
10.
Biochem J ; 476(20): 2965-2980, 2019 10 30.
Artículo en Inglés | MEDLINE | ID: mdl-31548268

RESUMEN

HAX-1, a multifunctional protein involved in cell proliferation, calcium homeostasis, and regulation of apoptosis, is a promising therapeutic target. It regulates apoptosis through multiple pathways, understanding of which is limited by the obscurity of its structural details and its intricate interaction with its cellular partners. Therefore, using computational modeling, biochemical, functional enzymology and spectroscopic tools, we predicted the structure of HAX-1 as well as delineated its interaction with one of it pro-apoptotic partner, HtrA2. In this study, three-dimensional structure of HAX-1 was predicted by threading and ab initio tools that were validated using limited proteolysis and fluorescence quenching studies. Our pull-down studies distinctly demonstrate that the interaction of HtrA2 with HAX-1 is directly through its protease domain and not via the conventional PDZ domain. Enzymology studies further depicted that HAX-1 acts as an allosteric activator of HtrA2. This 'allosteric regulation' offers promising opportunities for the specific control and functional modulation of a wide range of biological processes associated with HtrA2. Hence, this study for the first time dissects the structural architecture of HAX-1 and elucidates its role in PDZ-independent activation of HtrA2.


Asunto(s)
Proteínas Adaptadoras Transductoras de Señales/química , Proteínas Adaptadoras Transductoras de Señales/metabolismo , Serina Peptidasa A2 que Requiere Temperaturas Altas/metabolismo , Modelos Moleculares , Regulación Alostérica , Apoptosis/fisiología , Dominio Catalítico , Escherichia coli/metabolismo , Humanos , Enlace de Hidrógeno , Simulación del Acoplamiento Molecular , Dominios PDZ , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Proteolisis , Proteínas Recombinantes/metabolismo
11.
Biochem Biophys Res Commun ; 516(4): 1130-1136, 2019 09 03.
Artículo en Inglés | MEDLINE | ID: mdl-31280864

RESUMEN

Human HtrA3 (High temperature requirement protease A3) is a trimeric PDZ bearing propapoptotic serine protease, which is involved in various diseases including cancer and pre-eclampsia. Proposed to be a tumor suppressor, its role as a potential therapeutic target is strongly advocated. Therefore, it becomes imperative to gain insights into its mechanism of action and regulation. Allostery is a well-known mechanism of catalytic activation for many HtrA3 homologs, which opens up avenues for manipulating enzyme functions for therapeutic intervention. In our study, through in silico and biochemical approaches, we have reported for the first time that HtrA3 shows allosteric behaviour. We identified a novel selective binding pocket, which triggers conformational reorientations through signal propagation to the distantly situated active-site pocket via the functionally important loop regions. Using molecular docking, simulation studies and biochemical studies we have identified the regulatory movements at and around the active site pocket. Our study is the first one to report a non-classical binding site for HtrA3, which is instrumental for formation of a catalytically efficient orthosteric pocket upon substrate binding.


Asunto(s)
Serina Endopeptidasas/metabolismo , Regulación Alostérica , Sitio Alostérico , Secuencia de Aminoácidos , Sitios de Unión , Dominio Catalítico , Humanos , Simulación del Acoplamiento Molecular , Dominios PDZ , Péptidos/química , Péptidos/metabolismo , Serina Endopeptidasas/química , Especificidad por Sustrato
15.
Biochem Biophys Rep ; 38: 101682, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38511187

RESUMEN

Background: HtrA2, a pro-apoptotic protease, plays a crucial role in apoptosis by cleaving inhibitory and anti-apoptotic proteins by translocating from mitochondria to the cytosol. Prior studies in ischemic cells have indicated that cytosolic HtrA2 triggers cFLIP degradation, plausibly through direct interaction. In this study, we have characterized the cFLIP protein, validated its interaction with HtrA2, and demonstrated that cFLIP is also a substrate of HtrA2. Methods: We have identified the probable cleavage sites of cFLIP through gel-based assays and mass spectrometric analysis of the cleaved fragments. Results: Our findings shed light on a key protein-protein interaction involving pro-apoptotic HtrA2, confirming cFLIP as its interacting partner and substrate. Conclusion: Understanding the nuances of HtrA2's interaction with cFLIP (a decoy protein of the initiator procaspase-8 in the extrinsic apoptotic pathway) and deciphering the cFLIP's mode of cleavage, would provide an excellent alternative to modulate the pathway for therapeutic benefits toward diseases like ischemia and cancer.

16.
MethodsX ; 9: 101704, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35518920

RESUMEN

Vaccinia-related kinases (VRK) are serine-threonine kinases that regulate several signaling pathways. The isoform-VRK2A of one such kinase VRK2 controls cell stress response by interacting with TAK1, a mitogen-activated protein 3 kinase (MAP3K), via its partly cytosolic C-terminal transmembrane domain (VTMD). To establish the driving force and identify the key residues of the VRK2A-TAK1 interaction, we expressed and purified the standalone 3.6 kDa VTMD in the bacterial system using a unique and atypical two-step approach, when the effort to obtain full-length VRK2A remained unsuccessful. Characterization of biophysical properties demonstrated that VTMD domain maintains its structural integrity. Furthermore, dissecting the VRK2A-TAK1 binding interface using in silico tools provided important cues toward engineering the VRK2A-TAK1 interface to modulate its functions with desired characteristics. Most importantly, this novel purification strategy demonstrates its universal applicability in protein biochemistry research by serving as a model system for obtaining difficult-to-purify small proteins or domains.•VRK2A is a highly disordered transmembrane (TM) kinase, whose TM domain interacts with TAK1 (transforming growth factor-ß-activated kinase).•The standalone VRK2A-TM domain (VTMD) was purified using affinity chromatography followed by two-step centricon based approach.•Biophysical and in silico analyses confirmed structural integrity of the domain.

17.
Structure ; 30(9): 1307-1320.e5, 2022 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-35738282

RESUMEN

The mitochondrial serine protease High-temperature requirement A2 (HtrA2) is associated with various diseases including neurodegenerative disorders and cancer. Despite availability of structural details, the reports on HtrA2's mechanistic regulation that varies with the type of activation signals still remain non-concordant. To expound the role of regulatory PDZ (Postsynaptic density-95/Discs large/Zonula occludens-1) domains in multimodal activation of HtrA2, we generated heterotrimeric HtrA2 variants comprising different numbers of PDZs and/or active-site mutations. Sequential deletion of PDZs from the trimeric ensemble significantly affected its residual activity in a way that proffered a hypothesis advocating inter-molecular allosteric crosstalk via PDZs in HtrA2. Furthermore, structural and computational snapshots affirmed the role of PDZs in secondary structural element formation around the regulatory loops and coordinated reorganization of the N-terminal region. Therefore, apart from providing cues for devising structure-guided therapeutic strategies, this study establishes a physiologically relevant working model of complex allosteric regulation through a trans-mediated cooperatively shared energy landscape.


Asunto(s)
Proteínas Mitocondriales , Serina Endopeptidasas , Regulación Alostérica , Serina Peptidasa A2 que Requiere Temperaturas Altas , Proteínas Mitocondriales/química , Modelos Moleculares , Dominios PDZ , Serina Endopeptidasas/química
18.
Int J Biol Macromol ; 216: 179-192, 2022 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-35780921

RESUMEN

Since its inception, food additive has been an integral part of the food processing industry with various commercial roles. Besides its advantages, various studies have already highlighted its long-term adverse effects on human health. However, in terms of protein structures and functions, the innate mechanism that triggers these effects has not been elucidated in previously reported studies. Our work takes an in silico approach to delve into structural implications resulting from these additives with three well studied metabolic proteins-lysozyme, bovine serum albumin (BSA) and ribonuclease A. Three classes of food additives- synthetic color, preservatives, and phosphate-containing, are taken here to understand their effects on the aforementioned metabolic proteins. Conventional molecular docking and dynamics (MD) studies reveal that these additives induce significant structural perturbations. Among them, carmoisine brings about the most secondary structural changes for lysozyme and ribonuclease A, whereas sodium tripolyphosphate affects BSA the most. To restore the secondary structural loss, we further examine the roles of osmolytes through cross-docking and higher timescale MD simulations. These studies unravel that application of osmolytes like raffinose and trehalose triggers structural restoration for BSA, lysozyme and ribonuclease A, and highlight their roles as co-formulants to alleviate the adverse effects of food additives.


Asunto(s)
Aditivos Alimentarios , Muramidasa , Simulación por Computador , Aditivos Alimentarios/química , Humanos , Simulación del Acoplamiento Molecular , Ribonucleasa Pancreática , Albúmina Sérica Bovina/química
19.
Emerg Top Life Sci ; 5(1): 13-27, 2021 05 14.
Artículo en Inglés | MEDLINE | ID: mdl-33825834

RESUMEN

To keep up with the pace of rapid discoveries in biomedicine, a plethora of research endeavors had been directed toward Rational Drug Development that slowly gave way to Structure-Based Drug Design (SBDD). In the past few decades, SBDD played a stupendous role in identification of novel drug-like molecules that are capable of altering the structures and/or functions of the target macromolecules involved in different disease pathways and networks. Unfortunately, post-delivery drug failures due to adverse drug interactions have constrained the use of SBDD in biomedical applications. However, recent technological advancements, along with parallel surge in clinical research have led to the concomitant establishment of other powerful computational techniques such as Artificial Intelligence (AI) and Machine Learning (ML). These leading-edge tools with the ability to successfully predict side-effects of a wide range of drugs have eventually taken over the field of drug design. ML, a subset of AI, is a robust computational tool that is capable of data analysis and analytical model building with minimal human intervention. It is based on powerful algorithms that use huge sets of 'training data' as inputs to predict new output values, which improve iteratively through experience. In this review, along with a brief discussion on the evolution of the drug discovery process, we have focused on the methodologies pertaining to the technological advancements of machine learning. This review, with specific examples, also emphasises the tremendous contributions of ML in the field of biomedicine, while exploring possibilities for future developments.


Asunto(s)
Diseño de Fármacos , Preparaciones Farmacéuticas , Inteligencia Artificial , Descubrimiento de Drogas , Humanos , Aprendizaje Automático
20.
Int J Biol Macromol ; 180: 97-111, 2021 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-33716130

RESUMEN

HtrA2, a proapoptotic mitochondrial serine protease, promotes cellular protection against oxidative damage. Literature reports show positive correlation between loss of HtrA2 protease activity and Parkinson's Disease (PD) susceptibility. Homozygous loss-of-function mutations in murine-HtrA2, and when they rarely occur in humans result in severe neurodegeneration and infantile death. Here, we report a novel heterozygous pathogenic HTRA2 variant, c.725C > T (p.T242M) in Indian PD patients. Although, this mutation exhibits no significant conformational changes compared to the wild-type, functional studies with HtrA2-T242M transfected neurons reveal common features of PD pathogenesis such as dysfunction, altered morphology and mitochondrial membrane depolarization. Despite exhibiting two-fold decrease in enzyme activity, observation of excessive cell-death due to over-expression of the mutant has been correlated with it being constitutively active. This interesting behavioral anomaly has been attributed to the loss of phosphorylation-mediated regulatory checkpoint at the T242M mutation site that is otherwise controlled by glycogen synthase kinase-3ß (GSK-3ß). This study, with seamless amalgamation of biophysical and biomedical research unravels a mechanistic pathway of HtrA2 regulation and delineates its biological role in PD. Therefore, this investigation will not only prove beneficial toward devising therapeutic strategies against HtrA2-associated diseases mediated by GSK-3ß but also suggest new avenues for treatment of Parkinsonian phenotype.


Asunto(s)
Apoptosis/genética , Glucógeno Sintasa Quinasa 3 beta/metabolismo , Serina Peptidasa A2 que Requiere Temperaturas Altas/metabolismo , Mutación con Pérdida de Función , Enfermedad de Parkinson/genética , Enfermedad de Parkinson/metabolismo , Fenotipo , Adulto , Estudios de Casos y Controles , Línea Celular Tumoral , Femenino , Glucógeno Sintasa Quinasa 3 beta/genética , Células HEK293 , Heterocigoto , Serina Peptidasa A2 que Requiere Temperaturas Altas/química , Serina Peptidasa A2 que Requiere Temperaturas Altas/genética , Humanos , India/epidemiología , Masculino , Persona de Mediana Edad , Mitocondrias/metabolismo , Neuronas/metabolismo , Enfermedad de Parkinson/epidemiología , Fosforilación/genética , Polimorfismo de Nucleótido Simple , Estructura Secundaria de Proteína , Transfección , Adulto Joven
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