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Borba JB, Salazar-Alvarez LC, Ferreira L, Silva-Mendonça S, Silva MFBD, Sanches IH, Clementino LDC, Magalhães ML, Rimoldi A, Calit J, Santana S, Prudêncio M, Cravo PV, Bargieri DY, Cassiano GC, Costa FTM, Andrade CH. Innovative Multistage ML-QSAR Models for Malaria: From Data to Discovery. ACS Med Chem Lett 2024; 15:1386-1395. [PMID: 39140064 PMCID: PMC11318017 DOI: 10.1021/acsmedchemlett.4c00323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Accepted: 07/09/2024] [Indexed: 08/15/2024] Open
Abstract
Malaria presents a significant challenge to global public health, with around 247 million cases estimated to occur annually worldwide. The growing resistance of Plasmodium parasites to existing therapies underscores the urgent need for new and innovative antimalarial drugs. This study leveraged artificial intelligence (AI) to tackle this complex challenge. We developed multistage Machine Learning Quantitative Structure-Activity Relationship (ML-QSAR) models to effectively analyze large datasets and predict the efficacy of chemical compounds against multiple life cycle stages of Plasmodium parasites. We then selected 16 compounds for experimental evaluation, six of which showed at least dual-stage inhibitory activity and one inhibited all life cycle stages tested. Moreover, explainable AI (XAI) analysis provided insights into critical molecular features influencing model predictions, thereby enhancing our understanding of compound interactions. This study not only empowers the development of advanced predictive AI models but also accelerates the identification and optimization of potential antiplasmodial compounds.
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Affiliation(s)
- Joyce
V. B. Borba
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
- Laboratory
for Molecular Modeling and Drug Design (LabMol), Faculty of Pharmacy, Federal University of Goias, Rua 240, qd. 87, Goiânia, Goiás 74605-170, Brazil
- Center
for Excellence in Artificial Intelligence (CEIA), Institute of Informatics, Universidade Federal de Goiás, Goiânia, 74605-170, Goiás Brazil
- Center
for the Research and Advancement in Fragments and Molecular Targets
(CRAFT), School of Pharmaceutical Sciences at Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo 14040-903, Brazil
| | - Luis Carlos Salazar-Alvarez
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
| | - Letícia
Tiburcio Ferreira
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
| | - Sabrina Silva-Mendonça
- Laboratory
for Molecular Modeling and Drug Design (LabMol), Faculty of Pharmacy, Federal University of Goias, Rua 240, qd. 87, Goiânia, Goiás 74605-170, Brazil
- Center
for Excellence in Artificial Intelligence (CEIA), Institute of Informatics, Universidade Federal de Goiás, Goiânia, 74605-170, Goiás Brazil
- Center
for the Research and Advancement in Fragments and Molecular Targets
(CRAFT), School of Pharmaceutical Sciences at Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo 14040-903, Brazil
| | - Meryck Felipe Brito da Silva
- Laboratory
for Molecular Modeling and Drug Design (LabMol), Faculty of Pharmacy, Federal University of Goias, Rua 240, qd. 87, Goiânia, Goiás 74605-170, Brazil
- Center
for Excellence in Artificial Intelligence (CEIA), Institute of Informatics, Universidade Federal de Goiás, Goiânia, 74605-170, Goiás Brazil
- Center
for the Research and Advancement in Fragments and Molecular Targets
(CRAFT), School of Pharmaceutical Sciences at Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo 14040-903, Brazil
| | - Igor H. Sanches
- Laboratory
for Molecular Modeling and Drug Design (LabMol), Faculty of Pharmacy, Federal University of Goias, Rua 240, qd. 87, Goiânia, Goiás 74605-170, Brazil
- Center
for Excellence in Artificial Intelligence (CEIA), Institute of Informatics, Universidade Federal de Goiás, Goiânia, 74605-170, Goiás Brazil
- Center
for the Research and Advancement in Fragments and Molecular Targets
(CRAFT), School of Pharmaceutical Sciences at Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo 14040-903, Brazil
| | - Leandro da Costa Clementino
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
| | - Marcela Lucas Magalhães
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
| | - Aline Rimoldi
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
| | - Juliana Calit
- Department
of Parasitology, Institute of Biomedical Sciences, University of São Paulo, 05508-000, São Paulo, São Paulo Brazil
| | - Sofia Santana
- Instituto
de Medicina Molecular Jão Lobo Antunes, Faculdade de Medicina
da Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Miguel Prudêncio
- Instituto
de Medicina Molecular Jão Lobo Antunes, Faculdade de Medicina
da Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Pedro V. Cravo
- Global
Health and Tropical Medicine, Associate Laboratory in Translation
and Innovation Towards Global Health, Instituto de Higiene e Medicina
Tropical, Universidade NOVA de Lisboa, Rua da Junqueira 100, 1349-008 Lisbon, Portugal
| | - Daniel Y. Bargieri
- Department
of Parasitology, Institute of Biomedical Sciences, University of São Paulo, 05508-000, São Paulo, São Paulo Brazil
| | - Gustavo C. Cassiano
- Global
Health and Tropical Medicine, Associate Laboratory in Translation
and Innovation Towards Global Health, Instituto de Higiene e Medicina
Tropical, Universidade NOVA de Lisboa, Rua da Junqueira 100, 1349-008 Lisbon, Portugal
| | - Fabio T. M. Costa
- Laboratory
of Tropical Diseases − Prof. Dr. Luiz Jacintho da Silva, Department of Genetics Evolution, Microbiology and
Immunology. Institute of Biology, UNICAMP, 13083-970 Campinas, São Paulo Brazil
- Global
Health and Tropical Medicine, Associate Laboratory in Translation
and Innovation Towards Global Health, Instituto de Higiene e Medicina
Tropical, Universidade NOVA de Lisboa, Rua da Junqueira 100, 1349-008 Lisbon, Portugal
| | - Carolina Horta Andrade
- Laboratory
for Molecular Modeling and Drug Design (LabMol), Faculty of Pharmacy, Federal University of Goias, Rua 240, qd. 87, Goiânia, Goiás 74605-170, Brazil
- Center
for Excellence in Artificial Intelligence (CEIA), Institute of Informatics, Universidade Federal de Goiás, Goiânia, 74605-170, Goiás Brazil
- Center
for the Research and Advancement in Fragments and Molecular Targets
(CRAFT), School of Pharmaceutical Sciences at Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo 14040-903, Brazil
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Kaczanowski S. Detection of positive selection acting on protein surfaces at the whole-genome scale in the human malaria parasite Plasmodium falciparum. INFECTION, GENETICS AND EVOLUTION : JOURNAL OF MOLECULAR EPIDEMIOLOGY AND EVOLUTIONARY GENETICS IN INFECTIOUS DISEASES 2023; 107:105397. [PMID: 36572055 DOI: 10.1016/j.meegid.2022.105397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 09/20/2022] [Accepted: 12/21/2022] [Indexed: 12/24/2022]
Abstract
The host-parasite evolutionary arms race is a fundamental process with medical implications. During this process, the host develops parasite resistance, and the parasite develops host immune evasion strategies. Thus, this process accelerates relevant protein evolution. This study test hypothesizes that proteins subject to sequence evolution structural constraints play a crucial role and that these constraints hinder the modification of such proteins in this process. These hypotheses were tested using Plasmodium falciparum model and evaluated protein structures predicted for the entire proteome by the AlphaFold method. Based on dN/dS test results and P. falciparum and P. reichenowi comparisons, the presented approach identified proteins subject to purifying selection acting on the whole sequence and buried residues (dN < dS) and positive selection on nonburied residues. Of the 26 proteins, some known antigens (ring-exported protein 3, RAP protein, erythrocyte binding antigen-140, and protein P47) targeted by the host immune system are promising vaccine candidates. The set also contained 11 enzymes, including FIKK kinase, which modifies host proteins. This set was compared with genes for which the dN/dS test suggested that positive selection acts on the whole gene (i.e., dN > dS). The present study found that such genes encode enzymes and antigenic vaccine candidates less frequently than genes for which evolution is not subject to selection constraints and positive selection acts on only exposed residues. The analysis was repeated comparing P. falciparum with P. alderi, which is more distantly related. The study discusses the potential implications of the presented methodology for rational vaccine design and the parasitology and evolutionary biology fields.
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Affiliation(s)
- Szymon Kaczanowski
- Department of Bioinformatics, Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Warsaw, Poland.
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Xu Q, Liu S, Kassegne K, Yang B, Lu J, Sun Y, Zhong W, Zhang M, Liu Y, Zhu G, Cao J, Cheng Y. Genetic diversity and immunogenicity of the merozoite surface protein 1 C-terminal 19-kDa fragment of Plasmodium ovale imported from Africa into China. Parasit Vectors 2021; 14:583. [PMID: 34819151 PMCID: PMC8611641 DOI: 10.1186/s13071-021-05086-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 11/03/2021] [Indexed: 11/10/2022] Open
Abstract
Background Merozoite surface protein 1 (MSP1) plays an essential role in erythrocyte invasion by malaria parasites. The C-terminal 19-kDa region of MSP1 has long been considered one of the major candidate antigens for a malaria blood-stage vaccine against Plasmodium falciparum. However, there is limited information on the C-terminal 19-kDa region of Plasmodium ovale MSP1 (PoMSP119). This study aims to analyze the genetic diversity and immunogenicity of PoMSP119. Methods A total of 37 clinical Plasmodium ovale isolates including Plasmodium ovale curtisi and Plasmodium ovale wallikeri imported from Africa into China and collected during the period 2012–2016 were used. Genomic DNA was used to amplify P. ovale curtisi (poc) msp119 (pocmsp119) and P. ovale wallikeri (pow) msp119 (powmsp119) genes by polymerase chain reaction. The genetic diversity of pomsp119 was analyzed using the GeneDoc version 6 programs. Recombinant PoMSP119 (rPoMSP119)-glutathione S-transferase (GST) proteins were expressed in an Escherichia coli expression system and analyzed by western blot. Immune responses in BALB/c mice immunized with rPoMSP119-GST were determined using enzyme-linked immunosorbent assay. In addition, antigen-specific T cell responses were assessed by lymphocyte proliferation assays. A total of 49 serum samples from healthy individuals and individuals infected with P. ovale were used for the evaluation of natural immune responses by using protein microarrays. Results Sequences of pomsp119 were found to be thoroughly conserved in all the clinical isolates. rPoMSP119 proteins were efficiently expressed and purified as ~ 37-kDa proteins. High antibody responses in mice immunized with rPoMSP119-GST were observed. rPoMSP119-GST induced high avidity indexes, with an average of 92.57% and 85.32% for rPocMSP119 and rPowMSP119, respectively. Cross-reactivity between rPocMSP119 and rPowMSP119 was observed. Cellular immune responses to rPocMSP119 (69.51%) and rPowMSP119 (52.17%) induced in rPocMSP119- and rPowMSP119-immunized mice were found in the splenocyte proliferation assays. The sensitivity and specificity of rPoMSP119-GST proteins for the detection of natural immune responses in patients infected with P. ovale were 89.96% and 75%, respectively. Conclusions This study revealed highly conserved gene sequences of pomsp119. In addition, naturally acquired humoral immune responses against rPoMSP1 were observed in P. ovale infections, and high immunogenicity of rPoMSP119 in mice was also identified. These instructive findings should encourage further testing of PoMSP119 for rational vaccine design. Graphical abstract ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s13071-021-05086-6.
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Affiliation(s)
- Qinwen Xu
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Sihong Liu
- Key Laboratory of National Health and Family Planning Commission on Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasite Diseases, Wuxi, 214064, Jiangsu, People's Republic of China
| | - Kokouvi Kassegne
- School of Global Health, Chinese Center for Tropical Diseases Research, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, People's Republic of China
| | - Bo Yang
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Jiachen Lu
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Yifan Sun
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Wenli Zhong
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Miaosa Zhang
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China
| | - Yaobao Liu
- Key Laboratory of National Health and Family Planning Commission on Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasite Diseases, Wuxi, 214064, Jiangsu, People's Republic of China
| | - Guoding Zhu
- Key Laboratory of National Health and Family Planning Commission on Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasite Diseases, Wuxi, 214064, Jiangsu, People's Republic of China
| | - Jun Cao
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China. .,Key Laboratory of National Health and Family Planning Commission on Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasite Diseases, Wuxi, 214064, Jiangsu, People's Republic of China.
| | - Yang Cheng
- Laboratory of Pathogen Infection and Immunity, Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, People's Republic of China.
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Arora N, C Anbalagan L, Pannu AK. Towards Eradication of Malaria: Is the WHO's RTS,S/AS01 Vaccination Effective Enough? Risk Manag Healthc Policy 2021; 14:1033-1039. [PMID: 33737844 PMCID: PMC7966294 DOI: 10.2147/rmhp.s219294] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 02/26/2021] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Recent advances in mosquito eradication and antimalarial treatments have reduced the malaria burden only modestly. An effective malaria vaccine remains a high priority, but its development has several challenges. Among many potential candidates, the RTS,S/AS01 vaccine (MosquirixTM) remains the leading candidate. OBJECTIVE AND METHOD This review aims to understand the advances in the RTS,S/AS01 vaccine, and future comments regarding the vaccine's effectiveness in malaria eradication. Literature review for the past five decades was performed searching PubMed, EMBASE Ovid, and Cochrane Library, with using the following search items: ("malaria" OR "WHO's malaria" OR "Plasmodium falciparum" OR "RTS,S" OR "RTS,S/AS01" OR "RTS,S/AS02" OR "pre-erythrocytic malaria" OR "circumsporozoite" OR "Mosquirix") AND ("vaccine" OR "vaccination"). RESULTS RTS,S/AS01, a recombinant pre-erythrocytic vaccine containing Plasmodium falciparum surface-protein (circumsporozoite) antigen, is safe, well-tolerated, and immunogenic in children. Three doses, along with a booster, have a modest efficacy of about 36% in children (age 5-17 months) and about 26% in infants (age 6-12 weeks) against clinical malaria during a 48-month follow-up. However, the efficacy varies among population subgroups and with the parasite strain, it reduces without a booster and offers protection for a limited duration. Because of its potential cost-effectiveness and positive public health effect, the vaccine is being investigated in a pilot program for mortality benefits and broader deployment. CONCLUSION The RTS,S/AS01 vaccine prevents malaria; however, it should be considered another addition to the malaria-control program and not as an eradication tool because of its relatively low to modest efficacy.
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Affiliation(s)
- Navneet Arora
- Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | | | - Ashok K Pannu
- Postgraduate Institute of Medical Education and Research, Chandigarh, India
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