Pub Date : 2024-02-01Epub Date: 2023-12-21DOI: 10.1007/s10930-023-10170-0
Manali Chandnani, Disha Patel, Twinkle Patel, Aditi Buch
Divergently evolved Tartrate dehydrogenase (TDH) exhibits multiple catalytic activities at a single active site; the enzyme from P. putida (pTDH) being structurally and biochemically well-characterized. Occurrence of TDH-associated ability to aerobically metabolize L-tartrate in Bacillus isolates and limited resemblance of ycsA-encoded protein sequences with pTDH rendered Bacillus TDH as an intriguing enzyme with possible catalytic diversity as well as evolutionary significance. The present study explores substrate interactions of TDHs from B. subtilis 168 (168bTDH) and B. licheniformis DSM-13 (429bTDH) through kinetic, structural and molecular docking-based analysis. Heterologously expressed bTDHs, purified from insoluble fractions of E. coli BL21(DE3) cells, could significantly catalyze L-tartrate and meso-tartrate as substrates in forward reaction. Unlike pTDH, bTDHs distinctly and more efficiently catalyzed the reverse reaction using dihydroxyfumarate substrate following sigmoidal kinetics; the ability being ~ 4 fold higher in 168bTDH. Their binding energies predicted from molecular docking, further substantiated the relative substrate specificities, while revealing major residues involved in protein-ligand interactions at active site. The kinetic analysis and homology modelling validated using Ramachandran Plot analysis predicted a dimeric nature for bTDH. Collectively, the results highlight unique catalytic potential of phylogenetically recent bTDHs, offering an important protein engineering target to mediate efficient enantioselective enzymatic biotransformations.
{"title":"Tartrate Dehydrogenase in Bacillus Species: Deciphering Unique Catalytic Diversity Through Kinetic, Structural and Molecular Docking Analysis.","authors":"Manali Chandnani, Disha Patel, Twinkle Patel, Aditi Buch","doi":"10.1007/s10930-023-10170-0","DOIUrl":"10.1007/s10930-023-10170-0","url":null,"abstract":"<p><p>Divergently evolved Tartrate dehydrogenase (TDH) exhibits multiple catalytic activities at a single active site; the enzyme from P. putida (pTDH) being structurally and biochemically well-characterized. Occurrence of TDH-associated ability to aerobically metabolize L-tartrate in Bacillus isolates and limited resemblance of ycsA-encoded protein sequences with pTDH rendered Bacillus TDH as an intriguing enzyme with possible catalytic diversity as well as evolutionary significance. The present study explores substrate interactions of TDHs from B. subtilis 168 (168bTDH) and B. licheniformis DSM-13 (429bTDH) through kinetic, structural and molecular docking-based analysis. Heterologously expressed bTDHs, purified from insoluble fractions of E. coli BL21(DE3) cells, could significantly catalyze L-tartrate and meso-tartrate as substrates in forward reaction. Unlike pTDH, bTDHs distinctly and more efficiently catalyzed the reverse reaction using dihydroxyfumarate substrate following sigmoidal kinetics; the ability being ~ 4 fold higher in 168bTDH. Their binding energies predicted from molecular docking, further substantiated the relative substrate specificities, while revealing major residues involved in protein-ligand interactions at active site. The kinetic analysis and homology modelling validated using Ramachandran Plot analysis predicted a dimeric nature for bTDH. Collectively, the results highlight unique catalytic potential of phylogenetically recent bTDHs, offering an important protein engineering target to mediate efficient enantioselective enzymatic biotransformations.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138833856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01Epub Date: 2023-12-19DOI: 10.1007/s10930-023-10168-8
Sini S Raj, S S Vinod Chandra
Protein-protein interactions are crucial for the entry of viruses into the cell. Understanding the mechanism of interactions is essential in studying human-virus association, developing new biologics and drug candidates, as well as viral infections and antiviral responses. Experimental methods to analyze human-virus protein-protein interactions based on protein sequence data are time-consuming and labor-intensive, so machine learning models are being developed to predict interactions and determine large-scale interactomes between species. The present work highlights the importance of sequence features in classifying interacting and non-interacting proteins from the protein sequence data. Higher dimensional amino acid sequence features such as Amino Acid Composition (AAC), Dipeptide Composition (DPC), Grouped Amino Acid Composition (GAAC), Pseudo-Amino Acid Composition (PAAC) etc., are extracted. Following feature extraction, three datasets were created: Dataset 1 contains all of the extracted features. While Datasets 2 and 3 contain the most relevant features obtained through dimensionality reduction. To analyze the importance of high-dimensional features and their participation in protein-protein interactions, a random forest classifier is trained on three datasets. With dimensionality reduction, the model exhibited exceptional accuracy, indicating that dimensionality reduction fails to capture the complexity of interactions and the underlying relationships between human and viral proteins. As a result of retaining high-dimensional features, it is possible to capture all the characteristics of protein-protein interactions that resemble host-pathogen associations, leading to the development of biologically meaningful models. Our proposed approach is a more realistic and comprehensive classification model, leading to deeper insights and better applications in virology and drug development.
{"title":"Significance of Sequence Features in Classification of Protein-Protein Interactions Using Machine Learning.","authors":"Sini S Raj, S S Vinod Chandra","doi":"10.1007/s10930-023-10168-8","DOIUrl":"10.1007/s10930-023-10168-8","url":null,"abstract":"<p><p>Protein-protein interactions are crucial for the entry of viruses into the cell. Understanding the mechanism of interactions is essential in studying human-virus association, developing new biologics and drug candidates, as well as viral infections and antiviral responses. Experimental methods to analyze human-virus protein-protein interactions based on protein sequence data are time-consuming and labor-intensive, so machine learning models are being developed to predict interactions and determine large-scale interactomes between species. The present work highlights the importance of sequence features in classifying interacting and non-interacting proteins from the protein sequence data. Higher dimensional amino acid sequence features such as Amino Acid Composition (AAC), Dipeptide Composition (DPC), Grouped Amino Acid Composition (GAAC), Pseudo-Amino Acid Composition (PAAC) etc., are extracted. Following feature extraction, three datasets were created: Dataset 1 contains all of the extracted features. While Datasets 2 and 3 contain the most relevant features obtained through dimensionality reduction. To analyze the importance of high-dimensional features and their participation in protein-protein interactions, a random forest classifier is trained on three datasets. With dimensionality reduction, the model exhibited exceptional accuracy, indicating that dimensionality reduction fails to capture the complexity of interactions and the underlying relationships between human and viral proteins. As a result of retaining high-dimensional features, it is possible to capture all the characteristics of protein-protein interactions that resemble host-pathogen associations, leading to the development of biologically meaningful models. Our proposed approach is a more realistic and comprehensive classification model, leading to deeper insights and better applications in virology and drug development.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138814808","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The addition of exogenous endocrine disrupting compounds (EDCs) like estrone, in the food chain through the aquatic system, disrupts steroid biosynthesis and metabolism by altering either the genomic or non-genomic pathway that eventually results in various diseases. Thus, bioremediation of these compounds is urgently required to prevent their addition and persistence in the environment. Enzymatic degradation has proven to be a knight in shining armour as it is safe and generates no toxic products. The multicopper oxidases (E.C. 1.10.3.2 benzenediol: oxygen oxidoreductase), laccase with the potential to degrade both phenolic and non-phenolic substrates has recently gained attention. In this study, the laccase was purified, characterized, and used to study estrone degradation. The culture filtrate (crude laccase) was concentrated and precipitated using cold-acetone and dialyzed against tris buffer (50 mM) giving a four-fold partially purified form, with 45.56% yield and 204.14 U/mg as specific activity and a single peak at 250-300 nm. The partially purified laccase was approximately 80 kDa as estimated by SDS-PAGE preferred ABTS as substrate. Both crude and partially purified laccase showed maximum activity at pH 3.0, 40 °C, and 4 mM ABTS. Kinetic constants (Km, Vmax) of crude and partially purified laccase were found to be 0.83 mM; 494.31 mM/min, and 0.58 mM; 480.54 mM/min respectively. Iron sulphate and sodium azide inhibited laccase maximally. Crude and partially purified laccase degradation efficiency was 87.55 and 91.35% respectively. Spirulina CPCC-695 laccase with efficient estrone degradation ability renders them promising candidates for EDCs bioremediation.
{"title":"Biochemical Characterization of Laccase from Spirulina CPCC-695 and Their Role in Estrone Degradation.","authors":"Neha Sami, Bushra Afzal, Durdana Yasin, Tasneem Fatma","doi":"10.1007/s10930-023-10169-7","DOIUrl":"10.1007/s10930-023-10169-7","url":null,"abstract":"<p><p>The addition of exogenous endocrine disrupting compounds (EDCs) like estrone, in the food chain through the aquatic system, disrupts steroid biosynthesis and metabolism by altering either the genomic or non-genomic pathway that eventually results in various diseases. Thus, bioremediation of these compounds is urgently required to prevent their addition and persistence in the environment. Enzymatic degradation has proven to be a knight in shining armour as it is safe and generates no toxic products. The multicopper oxidases (E.C. 1.10.3.2 benzenediol: oxygen oxidoreductase), laccase with the potential to degrade both phenolic and non-phenolic substrates has recently gained attention. In this study, the laccase was purified, characterized, and used to study estrone degradation. The culture filtrate (crude laccase) was concentrated and precipitated using cold-acetone and dialyzed against tris buffer (50 mM) giving a four-fold partially purified form, with 45.56% yield and 204.14 U/mg as specific activity and a single peak at 250-300 nm. The partially purified laccase was approximately 80 kDa as estimated by SDS-PAGE preferred ABTS as substrate. Both crude and partially purified laccase showed maximum activity at pH 3.0, 40 °C, and 4 mM ABTS. Kinetic constants (Km, Vmax) of crude and partially purified laccase were found to be 0.83 mM; 494.31 mM/min, and 0.58 mM; 480.54 mM/min respectively. Iron sulphate and sodium azide inhibited laccase maximally. Crude and partially purified laccase degradation efficiency was 87.55 and 91.35% respectively. Spirulina CPCC-695 laccase with efficient estrone degradation ability renders them promising candidates for EDCs bioremediation.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138833810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Klebsiella pneumoniae, a bacterial pathogen infamous for antibiotic resistance, is included in the priority list of pathogens by various public health organizations due to its extraordinary ability to develop multidrug resistance. Bacterial fatty acid biosynthesis pathway-II (FAS-II) has been considered a therapeutic drug target for antibacterial drug discovery. Inhibition of FAS-II enzyme, enoyl-acyl carrier protein reductase, FabI, not only inhibits bacterial infections but also reverses antibiotic resistance. Here, we characterized Klebsiella pneumoniae FabI (KpFabI) using complementary experimental approaches including, biochemical, x-ray crystallography, and molecular dynamics simulation studies. Biophysical studies shows that KpFabI organizes as a tetramer molecular assembly in solution as well as in the crystal structure. Enzyme kinetics studies reveal a distinct catalytic property towards crotonyl CoA and reducing cofactor NADH. Michaelis-Menten constant (Km) values of substrates show that KpFabI has higher preference towards NADH as compared to crotonyl CoA. The crystal structure of tetrameric apo KpFabI folds into a classic Rossman fold in which β-strands are sandwiched between α-helices. A highly flexible substrate binding region is located toward the interior of the tetrameric assembly. Thermal stability assay on KpFabI with its substrate shows that the flexibility is primarily stabilized by cofactor NADH. Moreover, the molecular dynamics further supports that KpFabI has highly flexible regions at the substrate binding site. Together, these findings provide evidence for highly dynamic substrate binding sites in KpFabI, therefore, this information will be vital for specific inhibitors discovery targeting Klebsiella pneumoniae.
肺炎克雷伯氏菌(Klebsiella pneumoniae)是一种以抗生素耐药性而臭名昭著的细菌病原体,由于其发展多种药物耐药性的非凡能力,被各种公共卫生组织列入优先病原体名单。细菌脂肪酸生物合成途径-II(FAS-II)一直被认为是抗菌药物研发的治疗靶点。抑制 FAS-II 酶--烯酰-酰基载体蛋白还原酶 FabI,不仅能抑制细菌感染,还能逆转抗生素耐药性。在此,我们采用互补实验方法,包括生物化学、X 射线晶体学和分子动力学模拟研究,对肺炎克雷伯菌 FabI(KpFabI)进行了表征。生物物理研究表明,KpFabI 在溶液和晶体结构中都以四聚体分子组装的形式存在。酶动力学研究表明,KpFabI 对巴豆酰 CoA 和还原性辅助因子 NADH 具有独特的催化特性。底物的迈克尔斯-门顿常数(Km)值表明,与巴豆基 CoA 相比,KpFabI 对 NADH 的偏好更高。四聚体 apo KpFabI 的晶体结构折叠成典型的罗斯曼折叠,其中 β 链夹在α 螺旋之间。高度灵活的底物结合区位于四聚体组装的内部。KpFabI 与底物的热稳定性分析表明,这种灵活性主要是由辅助因子 NADH 稳定的。此外,分子动力学研究进一步证实,KpFabI 在底物结合位点具有高度柔性区域。这些发现共同证明了 KpFabI 底物结合位点的高度动态性,因此,这些信息对于发现针对肺炎克雷伯氏菌的特异性抑制剂至关重要。
{"title":"Structural and Biochemical Studies on Klebsiella Pneumoniae Enoyl-ACP Reductase (FabI) Suggest Flexible Substrate Binding Site.","authors":"Soumya Biswas, Anupam Patra, Prajita Paul, Namrata Misra, Gajraj Singh Kushwaha, Mrutyunjay Suar","doi":"10.1007/s10930-023-10176-8","DOIUrl":"10.1007/s10930-023-10176-8","url":null,"abstract":"<p><p>Klebsiella pneumoniae, a bacterial pathogen infamous for antibiotic resistance, is included in the priority list of pathogens by various public health organizations due to its extraordinary ability to develop multidrug resistance. Bacterial fatty acid biosynthesis pathway-II (FAS-II) has been considered a therapeutic drug target for antibacterial drug discovery. Inhibition of FAS-II enzyme, enoyl-acyl carrier protein reductase, FabI, not only inhibits bacterial infections but also reverses antibiotic resistance. Here, we characterized Klebsiella pneumoniae FabI (KpFabI) using complementary experimental approaches including, biochemical, x-ray crystallography, and molecular dynamics simulation studies. Biophysical studies shows that KpFabI organizes as a tetramer molecular assembly in solution as well as in the crystal structure. Enzyme kinetics studies reveal a distinct catalytic property towards crotonyl CoA and reducing cofactor NADH. Michaelis-Menten constant (K<sub>m</sub>) values of substrates show that KpFabI has higher preference towards NADH as compared to crotonyl CoA. The crystal structure of tetrameric apo KpFabI folds into a classic Rossman fold in which β-strands are sandwiched between α-helices. A highly flexible substrate binding region is located toward the interior of the tetrameric assembly. Thermal stability assay on KpFabI with its substrate shows that the flexibility is primarily stabilized by cofactor NADH. Moreover, the molecular dynamics further supports that KpFabI has highly flexible regions at the substrate binding site. Together, these findings provide evidence for highly dynamic substrate binding sites in KpFabI, therefore, this information will be vital for specific inhibitors discovery targeting Klebsiella pneumoniae.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138833824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01Epub Date: 2023-11-28DOI: 10.1007/s10930-023-10164-y
Maryam Ghahramani, Mohammad Bagher Shahsavani, Seyed Hossein Khaleghinejad, Ali Niazi, Ali Akbar Moosavi-Movahedi, Reza Yousefi
Angiotensin-converting enzyme 2 (ACE2) has a specific interaction with the coronavirus spike protein, enabling its entry into human cells. This membrane enzyme converts angiotensin II into angiotensin 1-7, which has an essential role in protecting the heart and improving lung function. Many therapeutic properties have been attributed to the human recombinant ACE2 (hrACE2), especially in combating complications related to diabetes mellitus and hypertension, as well as, preventing the coronavirus from entering the target tissues. In the current study, we designed an appropriate gene construct for the hybrid protein containing the ACE2 catalytic subunit and the B subunit of cholera toxin (CTB-ACE2). This structural feature will probably help the recombinant hybrid protein enter the mucosal tissues, including the lung tissue. Optimization of this hybrid protein expression was investigated in BL21 bacterial host cells. Also, the hybrid protein was identified with an appropriate antibody using the ELISA method. A large amount of the hybrid protein (molecular weight of ~ 100 kDa) was expressed as the inclusion body when the induction was performed in the presence of 0.25 mM IPTG and 1% sucrose for 10 h. Finally, the protein structural features were assessed using several biophysical methods. The fluorescence emission intensity and oligomeric size distribution of the CTB-ACE2 suggested a temperature-dependent alteration. The β-sheet and α-helix were also dominant in the hybrid protein structure, and this protein also displays acceptable chemical stability. In overall, according to our results, the efficient expression and successful purification of the CTB-ACE2 protein may pave the path for its therapeutic applications against diseases such as covid-19, diabetes mellitus and hypertension.
血管紧张素转换酶2 (ACE2)与冠状病毒刺突蛋白具有特异性相互作用,使其能够进入人体细胞。这种膜酶将血管紧张素II转化为血管紧张素1-7,对保护心脏和改善肺功能具有重要作用。人类重组ACE2 (hrACE2)具有许多治疗特性,特别是在对抗糖尿病和高血压相关并发症以及防止冠状病毒进入靶组织方面。在本研究中,我们为含有ACE2催化亚基和霍乱毒素B亚基的杂交蛋白(CTB-ACE2)设计了一个合适的基因结构。这种结构特征可能有助于重组杂交蛋白进入粘膜组织,包括肺组织。研究了该杂交蛋白在BL21细菌宿主细胞中的表达优化。用ELISA法对该杂交蛋白进行鉴定。在0.25 mM IPTG和1%蔗糖的作用下诱导10 h后,大量杂交蛋白(分子量约100 kDa)被表达为包涵体。最后,采用多种生物物理方法评估蛋白质的结构特征。CTB-ACE2的荧光发射强度和寡聚体大小分布显示温度依赖性变化。在杂交蛋白的结构中,β-片和α-螺旋也占主导地位,该蛋白也表现出良好的化学稳定性。总之,根据我们的研究结果,CTB-ACE2蛋白的高效表达和成功纯化可能为其在covid-19、糖尿病和高血压等疾病的治疗应用铺平道路。
{"title":"Efficient Expression in the Prokaryotic Host System, Purification and Structural Analyses of the Recombinant Human ACE2 Catalytic Subunit as a Hybrid Protein with the B Subunit of Cholera Toxin (CTB-ACE2).","authors":"Maryam Ghahramani, Mohammad Bagher Shahsavani, Seyed Hossein Khaleghinejad, Ali Niazi, Ali Akbar Moosavi-Movahedi, Reza Yousefi","doi":"10.1007/s10930-023-10164-y","DOIUrl":"10.1007/s10930-023-10164-y","url":null,"abstract":"<p><p>Angiotensin-converting enzyme 2 (ACE2) has a specific interaction with the coronavirus spike protein, enabling its entry into human cells. This membrane enzyme converts angiotensin II into angiotensin 1-7, which has an essential role in protecting the heart and improving lung function. Many therapeutic properties have been attributed to the human recombinant ACE2 (hrACE2), especially in combating complications related to diabetes mellitus and hypertension, as well as, preventing the coronavirus from entering the target tissues. In the current study, we designed an appropriate gene construct for the hybrid protein containing the ACE2 catalytic subunit and the B subunit of cholera toxin (CTB-ACE2). This structural feature will probably help the recombinant hybrid protein enter the mucosal tissues, including the lung tissue. Optimization of this hybrid protein expression was investigated in BL21 bacterial host cells. Also, the hybrid protein was identified with an appropriate antibody using the ELISA method. A large amount of the hybrid protein (molecular weight of ~ 100 kDa) was expressed as the inclusion body when the induction was performed in the presence of 0.25 mM IPTG and 1% sucrose for 10 h. Finally, the protein structural features were assessed using several biophysical methods. The fluorescence emission intensity and oligomeric size distribution of the CTB-ACE2 suggested a temperature-dependent alteration. The β-sheet and α-helix were also dominant in the hybrid protein structure, and this protein also displays acceptable chemical stability. In overall, according to our results, the efficient expression and successful purification of the CTB-ACE2 protein may pave the path for its therapeutic applications against diseases such as covid-19, diabetes mellitus and hypertension.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138453440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Protein sequence comparison remains a challenging work for the researchers owing to the computational complexity due to the presence of 20 amino acids compared with only four nucleotides in Genome sequences. Further, protein sequences of different species are of different lengths; it throws additional changes to the researchers to develop methods, specially alignment-free methods, to compare protein sequences. In this work, an efficient technique to compare protein sequences is developed by a graphical representation. First, the classified grouping of 20 amino acids with a cardinality of 4 based on polar class is considered to narrow down the representational range from 20 to 4. Then a unit vector technique based on a two-quadrant Cartesian system is proposed to provide a new two-dimensional graphical representation of the protein sequence. Now, two approaches are proposed to cope with the varying lengths of protein sequences from various species: one uses Dynamic Time Warping (DTW), while the other one uses a two-dimensional Fast Fourier Transform (2D FFT). Next, the effectiveness of these two techniques is analyzed using two evaluation criteria-quantitative measures based on symmetric distance (SD) and computational speed. An analysis is performed on five data sets of 9 ND4, 9 ND5, 9 ND6, 12 Baculovirus, and 24 TF proteins under the two methods. It is found that the FFT-based method produces the same results as DTW but in less computational time. It is found that the result of the proposed method agrees with the known biological reference. Further, the present method produces better clustering than the existing ones.
{"title":"Use of 2D FFT and DTW in Protein Sequence Comparison.","authors":"Jayanta Pal, Soumen Ghosh, Bansibadan Maji, Dilip Kumar Bhattacharya","doi":"10.1007/s10930-023-10160-2","DOIUrl":"10.1007/s10930-023-10160-2","url":null,"abstract":"<p><p>Protein sequence comparison remains a challenging work for the researchers owing to the computational complexity due to the presence of 20 amino acids compared with only four nucleotides in Genome sequences. Further, protein sequences of different species are of different lengths; it throws additional changes to the researchers to develop methods, specially alignment-free methods, to compare protein sequences. In this work, an efficient technique to compare protein sequences is developed by a graphical representation. First, the classified grouping of 20 amino acids with a cardinality of 4 based on polar class is considered to narrow down the representational range from 20 to 4. Then a unit vector technique based on a two-quadrant Cartesian system is proposed to provide a new two-dimensional graphical representation of the protein sequence. Now, two approaches are proposed to cope with the varying lengths of protein sequences from various species: one uses Dynamic Time Warping (DTW), while the other one uses a two-dimensional Fast Fourier Transform (2D FFT). Next, the effectiveness of these two techniques is analyzed using two evaluation criteria-quantitative measures based on symmetric distance (SD) and computational speed. An analysis is performed on five data sets of 9 ND4, 9 ND5, 9 ND6, 12 Baculovirus, and 24 TF proteins under the two methods. It is found that the FFT-based method produces the same results as DTW but in less computational time. It is found that the result of the proposed method agrees with the known biological reference. Further, the present method produces better clustering than the existing ones.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41242862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01Epub Date: 2023-11-06DOI: 10.1007/s10930-023-10165-x
Logesh Radhakrishnan, Rahul Dani, Irfan Navabshan, Shazia Jamal, Neesar Ahmed
Eis (Enhanced intracellular survival) protein is an aminoglycoside acetyltransferase enzyme classified under the family - GNAT (GCN5-related family of N-acetyltransferases) secreted by Mycobacterium tuberculosis (Mtb). The enzymatic activity of Eis results in the acetylation of kanamycin, thereby impairing the drug's action. In this study, we expressed and purified recombinant Eis (rEis) to determine the enzymatic activity of Eis and its potential inhibitor. Glide-enhanced precision docking was used to perform molecular docking with chosen ligands. Quercetin was found to interact Eis with a maximum binding affinity of -8.379 kcal/mol as compared to other ligands. Quercetin shows a specific interaction between the positively charged amino acid arginine in Eis and the aromatic ring of quercetin through π-cation interaction. Further, the effect of rEis was studied on the antibiotic activity of kanamycin A in the presence and absence of quercetin. It was observed that the activity of rEis aminoglycoside acetyltransferase decreased with increasing quercetin concentration. The results from the disk diffusion assay confirmed that increasing the concentration of quercetin inhibits the rEis protein activity. In conclusion, quercetin may act as a potential Eis inhibitor.
{"title":"Targeting Aminoglycoside Acetyltransferase Activity of Mycobacterium tuberculosis (H37Rv) Derived Eis (Enhanced Intracellular Survival) Protein with Quercetin.","authors":"Logesh Radhakrishnan, Rahul Dani, Irfan Navabshan, Shazia Jamal, Neesar Ahmed","doi":"10.1007/s10930-023-10165-x","DOIUrl":"10.1007/s10930-023-10165-x","url":null,"abstract":"<p><p>Eis (Enhanced intracellular survival) protein is an aminoglycoside acetyltransferase enzyme classified under the family - GNAT (GCN5-related family of N-acetyltransferases) secreted by Mycobacterium tuberculosis (Mtb). The enzymatic activity of Eis results in the acetylation of kanamycin, thereby impairing the drug's action. In this study, we expressed and purified recombinant Eis (rEis) to determine the enzymatic activity of Eis and its potential inhibitor. Glide-enhanced precision docking was used to perform molecular docking with chosen ligands. Quercetin was found to interact Eis with a maximum binding affinity of -8.379 kcal/mol as compared to other ligands. Quercetin shows a specific interaction between the positively charged amino acid arginine in Eis and the aromatic ring of quercetin through π-cation interaction. Further, the effect of rEis was studied on the antibiotic activity of kanamycin A in the presence and absence of quercetin. It was observed that the activity of rEis aminoglycoside acetyltransferase decreased with increasing quercetin concentration. The results from the disk diffusion assay confirmed that increasing the concentration of quercetin inhibits the rEis protein activity. In conclusion, quercetin may act as a potential Eis inhibitor.</p>","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71490831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-08DOI: 10.1007/s10930-023-10167-9
A. Pandey, Vishal Trivedi
{"title":"Role Transformation of HSPA8 to Heme-peroxidase After Binding Hemin to Catalyze Heme Polymerization","authors":"A. Pandey, Vishal Trivedi","doi":"10.1007/s10930-023-10167-9","DOIUrl":"https://doi.org/10.1007/s10930-023-10167-9","url":null,"abstract":"","PeriodicalId":94249,"journal":{"name":"The protein journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138589886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}