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Danishuddin, Malik MZ, Kashif M, Haque S, Kim JJ. Exploring chemical space, scaffold diversity, and activity landscape of spleen tyrosine kinase active inhibitors. SAR QSAR Environ Res 2024; 35:325-342. [PMID: 38690773 DOI: 10.1080/1062936x.2024.2345618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 04/14/2024] [Indexed: 05/03/2024]
Abstract
This study aims to comprehensively characterize 576 inhibitors targeting Spleen Tyrosine Kinase (SYK), a non-receptor tyrosine kinase primarily found in haematopoietic cells, with significant relevance to B-cell receptor function. The objective is to gain insights into the structural requirements essential for potent activity, with implications for various therapeutic applications. Through chemoinformatic analyses, we focus on exploring the chemical space, scaffold diversity, and structure-activity relationships (SAR). By leveraging ECFP4 and MACCS fingerprints, we elucidate the relationship between chemical compounds and visualize the network using RDKit and NetworkX platforms. Additionally, compound clustering and visualization of the associated chemical space aid in understanding overall diversity. The outcomes include identifying consensus diversity patterns to assess global chemical space diversity. Furthermore, incorporating pairwise activity differences enhances the activity landscape visualization, revealing heterogeneous SAR patterns. The dataset analysed in this work has three activity cliff generators, CHEMBL3415598, CHEMBL4780257, and CHEMBL3265037, compounds with high affinity to SYK are very similar to compounds analogues with reasonable potency differences. Overall, this study provides a critical analysis of SYK inhibitors, uncovering potential scaffolds and chemical moieties crucial for their activity, thereby advancing the understanding of their therapeutic potential.
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Affiliation(s)
- Danishuddin
- Department of Biotechnology, Yeungnam University, Gyeongsan, Republic of Korea
| | - M Z Malik
- Department of Genetics and Bioinformatics, Dasman Diabetes Institute (DDI), Dasman, Kuwait
| | - M Kashif
- School of Computational and Integrative Sciences, Jawaharlal Nehru University, New Delhi, India
| | - S Haque
- Research and Scientific Studies Unit, College of Nursing and Health Sciences, Jazan University, Jazan, Saudi Arabia
- Centre of Medical and Bio-Allied Health Sciences Research, Ajman University, Ajman, United Arab Emirates
| | - J J Kim
- Department of Biotechnology, Yeungnam University, Gyeongsan, Republic of Korea
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Ishtifaq A, Qureshi S, Farooq S, Kashoo ZA, Malik MZ, Alam MR, Wani SA, Bhat MA, Hussain MI, Dar RA, Shah SM. Genotyping and antibiotic resistance patterns of Campylobacter fetus subsp.venerealis from cattle farms in India. Lett Appl Microbiol 2020; 71:627-636. [PMID: 32867004 DOI: 10.1111/lam.13378] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 08/14/2020] [Accepted: 08/15/2020] [Indexed: 11/27/2022]
Abstract
Bovine genital campylobacteriosis caused by Campylobacter fetus subsp. venerealis (Cfv) is of considerable economic importance to the cattle industry worldwide. Cfv causes syndrome of temporary infertility in female cattle, early embryonic mortality, aberrant oestrus cycles, delayed conception, abortions and poor calving rates. In the present study, a total of 200 samples obtained from vaginal swabs, cervicovaginal mucous (CVM), preputial washes and semen straws were investigated that were obtained from organized cattle farm of MLRI, Manasbal and unorganized sectors. Out of a total of 200 samples, 49 (47·57%) vaginal swabs, 1 (3·33%) preputial wash and 8 (25%) carried out CVM samples were positive for Cfv, whereas none of the semen straws were positive for Cfv. A total of eleven isolates of Cfv were recovered. PFGE (Pulse field gel electrophoresis) analysis revealed four different pulsotypes (I-IV) circulating in the screened farms. A common pulsotype circulating among farms could not be established. Insertion element (ISCfe1), a 233 bp amplicon of Cfv, was sequenced and the sequence was deposited in GenBank (accession no: MK475662).
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Affiliation(s)
- A Ishtifaq
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - S Qureshi
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - S Farooq
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - Z A Kashoo
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - Md Z Malik
- School of Computational and Integrative Sciences, Jawaharlal Nehru University, New Delhi, India
| | - M R Alam
- Department of Medical Genetics, School of Medicine, Keimyung University, Daegu, Republic of Korea
| | - S A Wani
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - M A Bhat
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - M I Hussain
- Infectious Disease Laboratory, Division of Veterinary Microbiology & Immunology, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - R A Dar
- Mountain Livestock Research Institute (MLRI) Manasbal, Faculty of Veterinary Microbiology & Immunology, SKUAST-K, Srinagar, J&K, India
| | - S M Shah
- SMS, KVK, SKUAST-K, Srinagar, J&K, India
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Madhukar G, Malik MZ, Subbarao N. Development and rigorous validation of antimalarial predictive models using machine learning approaches. SAR QSAR Environ Res 2019; 30:543-560. [PMID: 31328578 DOI: 10.1080/1062936x.2019.1635526] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Accepted: 06/20/2019] [Indexed: 06/10/2023]
Abstract
The large collection of known and experimentally verified compounds from the ChEMBL database was used to build different classification models for predicting the antimalarial activity against Plasmodium falciparum. Four different machine learning methods, namely the support vector machine (SVM), random forest (RF), k-nearest neighbour (kNN) and XGBoost have been used for the development of models using the diverse antimalarial dataset from ChEMBL. A well-established feature selection framework was used to select the best subset from a larger pool of descriptors. Performance of the models was rigorously evaluated by evaluation of the applicability domain, Y-scrambling and AUC-ROC curve. Additionally, the predictive power of the models was also assessed using probability calibration and predictiveness curves. SVM and XGBoost showed the best performances, yielding an accuracy of ~85% on the independent test set. In term of probability prediction, SVM and XGBoost were well calibrated. Total gain (TG) from the predictiveness curve was more related to SVM (TG = 0.67) and XGBoost (TG = 0.75). These models also predict the high-affinity compounds from PubChem antimalarial bioassay (as external validation) with a high probability score. Our findings suggest that the selected models are robust and can be potentially useful for facilitating the discovery of antimalarial agents.
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Affiliation(s)
- G Madhukar
- School of Computational and Integrative Sciences, Jawaharlal Nehru University , New Delhi , India
| | - M Z Malik
- School of Computational and Integrative Sciences, Jawaharlal Nehru University , New Delhi , India
| | - N Subbarao
- School of Computational and Integrative Sciences, Jawaharlal Nehru University , New Delhi , India
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Qureshi S, Saxena HM, Imam N, Kashoo Z, Sharief Banday M, Alam A, Malik MZ, Ishrat R, Bhat B. Isolation and genome analysis of a lytic Pasteurella multocida Bacteriophage PMP-GAD-IND. Lett Appl Microbiol 2018; 67:244-253. [PMID: 29808940 DOI: 10.1111/lam.13010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2017] [Revised: 04/10/2018] [Accepted: 04/25/2018] [Indexed: 11/28/2022]
Abstract
Currently used alum precipitated and oil adjuvant vaccines against HS caused by Pasteurella multocida B:2, have side effects and short-lived immunity, leading to regular catastrophic outbreaks in bovines in Asian subcontinent. The need for the development of an improved vaccine with longer immunity and the ability to differentiate between vaccinated and infected is essential. Pasteurella phage isolated in present study belongs to family Siphoviridae. PMP-GAD-IND phage exhibited lytic activity against vaccine strain (P52) as well as several field strains of P. multocida (B:2), and fowl cholera agent (P. multocida A:1).The phage has a double stranded DNA (dsDNA) with a genome of 46 335 bp. The complete genome sequence of the Pasteurella multocida phage has been deposited in Gen Bank with accession no: KY203335. PMP-GAD-IND being a lytic phage with broad activity range has a potential to be used in therapy against multidrug resistant P. multocida infections. SIGNIFICANCE AND IMPACT OF THE STUDY The present work is a part of research for the development of an improved phage lysate marker vaccine and a companion DIVA assay against haemorhagic septicaemia. This study describes the isolation and genome analysis of PMP-GAD-IND a lytic Pasteurella multocida bacteriophage.
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Affiliation(s)
- S Qureshi
- Division of Veterinary Microbiology & Immunology, FVSc & A.H., Shuhama (Aulesteng), SKUAST-K, Shalimar, India
| | - H M Saxena
- Department of Veterinary Microbiology, College of Veterinary Science, Guru Angad Dev Veterinary and Animal Sciences University, Ludhiana, India
| | - N Imam
- Department of Mathematics, Institute of Computer Science & Information Technology, Magadh University, Bodh Gaya, Bihar, India
| | - Z Kashoo
- Division of Veterinary Microbiology & Immunology, FVSc & A.H., Shuhama (Aulesteng), SKUAST-K, Shalimar, India
| | - M Sharief Banday
- Department of Pharmacology, Government Medical College, Srinagar, Kashmir, India
| | - A Alam
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Milia Islamia, Jamia Nagar, New Delhi, India
| | - Md Z Malik
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Milia Islamia, Jamia Nagar, New Delhi, India
| | - R Ishrat
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Milia Islamia, Jamia Nagar, New Delhi, India
| | - B Bhat
- Division of Veterinary Microbiology & Immunology, FVSc & A.H., Shuhama (Aulesteng), SKUAST-K, Shalimar, India.,Division of Animal Genetics and Breeding, FVSc& A.H., Shuhama (Aulesteng), SKUAST-K, Shalimar, India
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Munir A, Ahmad M, Malik MZ, Minhas MU. Analysis of Simvastatin using a Simple and Fast High Performance Liquid Chromatography-Ultra Violet Method: Development, Validation and Application in Solubility Studies. TROP J PHARM RES 2014. [DOI: 10.4314/tjpr.v13i1.19] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
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Barkat K, Ahmad M, Minhas MU, Malik MZ, Sohail M. Development of a simple chromatographic method for the determination of piracetam in human plasma and its pharmacokinetic evaluation. Drug Res (Stuttg) 2014; 64:384-8. [PMID: 24443305 DOI: 10.1055/s-0033-1363248] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
OBJECTIVE The objective of study was to develop an accurate and reproducible HPLC method for determination of piracetam in human plasma and to evaluate pharmacokinetic parameters of 800 mg piracetam. METHODS A simple, rapid, accurate, precise and sensitive high pressure liquid chromatography method has been developed and subsequently validated for determination of piracetam. This study represents the results of a randomized, single-dose and single-period in 18 healthy male volunteers to assess pharmacokinetic parameters of 800 mg piracetam tablets. Various pharmacokinetic parameters were determined from plasma for piracetam and found to be in good agreement with previous reported values. The data was analyzed by using Kinetica® version 4.4 according to non-compartment model of pharmacokinetic analysis and after comparison with previous studies, no significant differences were found in present study of tested product. RESULTS The major pharmacokinetic parameters for piracetam were as follows: t1/2 was (4.40 ± 0.179) h; Tmax value was (2.33 ± 0.105) h; Cmax was (14.53 ± 0.282) µg/mL; the AUC(0-∞) was (59.19 ± 4.402) µg · h/mL. AUMC(0-∞) was (367.23 ± 38.96) µg. (h)(2)/mL; Ke was (0.16 ± 0.006) h; MRT was (5.80 ± 0.227) h; Vd was (96.36 ± 8.917 L). CONCLUSIONS A rapid, accurate and precise high pressure liquid chromatography method was developed and validated before the study. It is concluded that this method is very useful for the analysis of pharmacokinetic parameters, in human plasma and assured the safety and efficacy of piracetam, can be effectively used in medical practice.
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Affiliation(s)
- K Barkat
- Department of Pharmacy, Faculty of Pharmacy and Alternative Medicines, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - M Ahmad
- Department of Pharmacy, Faculty of Pharmacy and Alternative Medicines, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - M U Minhas
- Department of Pharmacy, Faculty of Pharmacy and Alternative Medicines, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - M Z Malik
- Department of Pharmacy, Faculty of Pharmacy and Alternative Medicines, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - M Sohail
- Department of Pharmacy, Faculty of Pharmacy and Alternative Medicines, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
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Abstract
Severe hypercalcemia is often caused by primary hyperparathyroidism (PHP), which is not commonly seen in patients with systemic lupus erythematosus (SLE). In this case report an adolescent girl with a history of SLE develops mild hypercalcemia secondary to unrecognized PHP that leads to a hypercalcemic crisis with a prolonged recovery. Therefore, early diagnostic evaluation of persistent hypercalcemia in patients with SLE is important for detection and appropriate treatment of PHP to avoid a hypercalcemic crisis and associated prolonged morbidity.
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Affiliation(s)
- KS Choudhry
- Department of Child Health, Division of Endocrinology
| | - MZ Malik
- Department of Internal Medicine, University of Missouri, USA
| | - C Buggs-Saxton
- Departments of Pediatrics and Physiology, Division of Endocrinology, Wayne State University School of Medicine, Children’s Hospital of Michigan, USA
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Kumar R, Malik S, Qureshi A, Khurram IM, Chaudhary KS, Paul L, Malik MZ, Mahmud MK, Israr SM. Comparative analysis of knowledge, attitudes and perceptions about induced abortions among medical and non-medical students of Karachi. J PAK MED ASSOC 2002; 52:492-4. [PMID: 12553683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/28/2023]
Abstract
OBJECTIVE To determine the knowledge, attitudes and perceptions regarding induced abortions among university students of Karachi and compare these aspects among medical and non-medical students. STUDY DESIGN Cross sectional opinion survey. METHODS The study is a cross sectional opinion survey of medical and non-medical students from four educational institutions of Karachi using a pretested questionnaire. RESULTS Of the 381 students interviewed, 201 were medical and 180 were non-medical. More medical students were aware of the correct definition of induced abortion. An encouraging finding was the awareness of our study population about the only legally acceptable circumstance for induced abortion in Pakistan, that is, if conceptus is a risk to maternal health (p<0.001). More medical students cited complications that were technical like uterine perforation (p<0.001), cervical trauma (p<0.001), DIC (p<0.001), and sepsis (p<0.001). More medical students thought induced abortion to be a health issue (p=0.001) as compared to non-medical students. Most of the medical students felt the need to modify Pakistan's law regarding abortion (p=0.008) especially for fetal anomalies (13.9%) and rape (7%). CONCLUSION Though medical students were more knowledgeable about induced abortions as compared to the non-medical population, there is a need to improve awareness regarding induced and unsafe abortions and their consequences.
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Affiliation(s)
- R Kumar
- Department of Community Health Sciences, The Aga Khan University, Karachi
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Parvez A, Chaudhary NA, Chaudhary FM, Malik MZ. Disease pattern and fatality among patients treated at DHQ Hospital, Faisalabad. J PAK MED ASSOC 1993; 43:52-3. [PMID: 8326669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
A pilot study was undertaken to assess the pattern of diseases, fatality and some other ratios among the patients treated at District Headquarters Hospital, Faisalabad during 1984. Out of 4,506 in-patients, maximum admissions 1,196 (26.54%) were of gastrointestinal diseases followed by 795 (17.64%) cases of injuries. Overall fatality was found to be 6.35%. The highest case fatality was found in the infectious diseases group, while maximum of the total deaths (20.98%) occurred due to injuries. Consistency in provisional and final diagnosis was found in 86.20% of total cases. The annual turnover was 41 patients per bed per year.
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Affiliation(s)
- A Parvez
- PMRC Research Centre, Punjab Medical College, Faisalabad
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Hassan K, Bukhari KP, Zafar A, Malik MZ, Akhtar MJ. Acute leukaemia in children--French-American-British (FAB) classification and its relation to clinical features. J PAK MED ASSOC 1992; 42:29-31. [PMID: 1573762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
A retrospective study of 45 patients of acute leukaemia in children (15 years age), in relation to FAB classification, is presented. Acute lymphoblastic leukaemias (ALL) were commoner than acute myeloid leukaemias (AML), with an ALL:AML ratio of 4.63:1. Amongst ALL, L1 was the most frequent type (59%), followed by L2 (35%) and L3 (5.4%), respectively. FAB types M2, M3, M4 and M5 were diagnosed in 2 patients each. An analysis of clinical features in relation to FAB classification is also presented.
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Affiliation(s)
- K Hassan
- Department of Pathology, Rawalpindi Medical College
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