Targeted Sequencing Identifies SNPs Associated with Antimalarial Drug Resistance and the CSP Vaccine Antigen in Plasmodium falciparum from Southwest Cameroon. - 2025
Targeted Sequencing Identifies SNPs Associated with Antimalarial Drug Resistance and the CSP Vaccine Antigen in Plasmodium falciparum from Southwest Cameroon.
Efeti, Mary T; Fankem, Sandra N; Diallo, Mariama Tet al.
2025 • In International Journal of Molecular Sciences, 26 (21), p. 10764
[en] Malaria is a major public health challenge in low- and middle-income countries with significant socio-economic impacts. While chemotherapy has greatly contributed to malaria control, the widespread emergence of resistance to antimalarial drugs threatens progress towards elimination goals. In parallel, the recent rollout of the RTS,S/AS01 and R21/Matrix-M malaria vaccine-targeting the Plasmodium falciparum circumsporozoite protein (CSP)-offers a new prevention tool but may be influenced by parasite genetic diversity. This study investigated the genetic architecture of Plasmodium falciparum circulating in a community in the Southwest Region of Cameroon. Seventy-two blood samples were analyzed using targeted Oxford Nanopore sequencing of pfcrt, pfmdr1, pfdhfr, pfdhps, pfkelch13 and pfcsp genes. We observed a high prevalence of pfdhfr mutations (98.6% N51I, 98.6% C59R, 97.7% S108N) and pfmdr1 Y184F (76.1%) mutation. Mutations in pfdhps (54.2% S436A, 2.8% A437G, 38.9% A581G) were also observed. No WHO-validated pfkelch13 artemisinin resistance markers were found; however, K189T (63.4%) and R255K (4.2%) variants were detected. Nineteen non-synonymous SNPs were identified in pfcsp, reflecting natural background variations as vaccination status was not known. These findings support the continued use of artemisinin-based combination therapies and underscores the need for sustained molecular surveillance of both antimalarial drug resistance and vaccine-related polymorphisms, to inform malaria control strategies.
Disciplines :
Pharmacy, pharmacology & toxicology
Author, co-author :
Efeti, Mary T ; Frailty in Ageing Research Group, Vrije Universiteit Brussel, Laarbeeklaan 103, B-1090 Brussels, Belgium ; Department of Gerontology, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, Laarbeeklaan 103, B-1090 Brussels, Belgium ; Department of Biochemistry and Molecular Biology, Faculty of Science, University of Buea, Buea P.O. Box 63, Cameroon
Fankem, Sandra N; Laboratory of Embryology and Biotechnology, Department of Molecular Biology, Faculty of Science, Université Libre de Bruxelles, 6041 Gosselies, Belgium
Diallo, Mariama T; Laboratory of Embryology and Biotechnology, Department of Molecular Biology, Faculty of Science, Université Libre de Bruxelles, 6041 Gosselies, Belgium
Lahngong, Methodius Shinyuy ; Université de Liège - ULiège > Unités de recherche interfacultaires > Centre Interdisciplinaire de Recherche sur le Médicament (CIRM)
Acha, Nelson L ; Department of Biochemistry and Molecular Biology, Faculty of Science, University of Buea, Buea P.O. Box 63, Cameroon
Shey, Robert A ; Department of Biochemistry and Molecular Biology, Faculty of Science, University of Buea, Buea P.O. Box 63, Cameroon
Demeyer, Kristiaan; Laboratory of In Vitro Toxicology and Dermato-Cosmetology (IVTD), Department of Analytical, Applied Chemometrics and Molecular Modeling (FABI), Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, 1050 Ixelles, Belgium
Souopgui, Jacob ; Laboratory of Embryology and Biotechnology, Department of Molecular Biology, Faculty of Science, Université Libre de Bruxelles, 6041 Gosselies, Belgium
Ghogomu, Stephen M ; Department of Biochemistry and Molecular Biology, Faculty of Science, University of Buea, Buea P.O. Box 63, Cameroon
Njemini, Rose ; Frailty in Ageing Research Group, Vrije Universiteit Brussel, Laarbeeklaan 103, B-1090 Brussels, Belgium ; Department of Gerontology, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, Laarbeeklaan 103, B-1090 Brussels, Belgium
Language :
English
Title :
Targeted Sequencing Identifies SNPs Associated with Antimalarial Drug Resistance and the CSP Vaccine Antigen in Plasmodium falciparum from Southwest Cameroon.
Publication date :
05 November 2025
Journal title :
International Journal of Molecular Sciences
ISSN :
1661-6596
eISSN :
1422-0067
Publisher :
Multidisciplinary Digital Publishing Institute (MDPI), Switzerland
VLIR - Vlaamse Interuniversitaire Raad ARES - Académie de Recherche et d'Enseignement Supérieur
Funding text :
This research was funded by VLIR-UOS through Global Minds Joint PhD between Vrije Universiteit Brussel, Belgium, and the University of Buea, Cameroon, to R.N., S.M.G, and M.T.E as a PhD candidate (JointPhD006) and the Belgian University cooperation agency, Academie de Recherche et de l\u2019Enseignement Superieur (ARES), grant number Grant PRD2020-Cameroun to J.S and S.M.G.
World Health Organization WHO 2024 Malaria Report: Addressing Inequity in the Global Malaria Response Available online: https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2024 (accessed on 26 March 2025)
de Fatima Ferreira-da-Cruz M. Almeida-de-Oliveira N.K. de Abreu-Fernandes R. de Lavigne Mello A.R. Zanini G. de Abreu F.V.S. de Pina-Costa A. Lourenco-de-Oliveira R. Brasil P. Daniel-Ribeiro C.T. et al. Simium zoonotic malaria infection in the Rio de Janeiro Atlantic forest, Brazil Sci. Rep. 2025 15 23695 10.1038/s41598-025-07900-y 40610666
Andrade M.V. Noronha K. Diniz B.P.C. Guedes G. Carvalho L.R. Silva V.A. Calazans J.A. Santos A.S. Silva D.N. Castro M.C. The economic burden of malaria: A systematic review Malar. J. 2022 21 283 10.1186/s12936-022-04303-6
Sachs J. Malaney P. The economic and social burden of malaria Nature 2002 415 680 685 10.1038/415680a
Ricci F. Social implications of malaria and their relationships with poverty Mediterr. J. Hematol. Infect. Dis. 2012 4 e2012048 10.4084/mjhid.2012.048
World Health Organization World Malaria Report Available online: https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2023 (accessed on 26 March 2025)
Sarfo J.O. Amoadu M. Kordorwu P.Y. Adams A.K. Gyan T.B. Osman A.G. Asiedu I. Ansah E.W. Malaria amongst children under five in sub-Saharan Africa: A scoping review of prevalence, risk factors and preventive interventions Eur. J. Med. Res. 2023 28 80 10.1186/s40001-023-01046-1 36800986
U.S. President’s Malaria Initiative Cameroon Malaria Profile Cameroon-Country-Profile Available online: https://mesamalaria.org/wp-content/uploads/2025/04/CAMEROON_Malaria_Profile_PMI_FY_2024.pdf (accessed on 14 September 2025)
National Malaria Control Programme Cameroon Malaria Indicators Survey Available online: https://dhsprogram.com/pubs/pdf/PR145/PR145.pdf (accessed on 14 September 2025)
World Health Organization World Malaria Report: Tracking Progress and Gaps in the Global Response to Malaria Available online: https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2022 (accessed on 26 August 2025)
El-Moamly A.A. El-Sweify M.A. Malaria vaccines: The 60-year journey of hope and final success-lessons learned and future prospects Trop. Med. Health 2023 51 29 10.1186/s41182-023-00516-w 37198702
The RTS,S Clinical Trials Partnership Efficacy and Safety of the RTS,S/AS01 Malaria Vaccine during 18 Months after Vaccination: A Phase 3 Randomized, Controlled Trial in Children and Young Infants at 11 African Sites PLoS Med. 2014 11 e1001685
Datoo M.S. Natama H.M. Somé A. Bellamy D. Traoré O. Rouamba T. Tahita M.C. Ido N.F.A. Yameogo P. Valia D. et al. Efficacy and immunogenicity of R21/Matrix-M vaccine against clinical malaria after 2 years’ follow-up in children in Burkina Faso: A phase 1/2b randomised controlled trial Lancet Infect. Dis. 2022 22 1728 1736 10.1016/S1473-3099(22)00442-X
Ndoula S.T. Mboussou F. Njoh A.A. Nembot R. Baonga S.F. Njinkeu A. Biey J. Kaba M.I. Amani A. Farham B. et al. Malaria Vaccine Introduction in Cameroon: Early Results 30 Days into Rollout Vaccines 2024 12 346 10.3390/vaccines12040346
World Health Organization Cameroon Kicks Malaria Vaccine Rollout Available online: https://www.afro.who.int/countries/cameroon/news/cameroon-kicks-malaria-vaccine-rollout (accessed on 2 September 2024)
Lyimo B.M. Bakari C. Popkin-Hall Z.R. Giesbrecht D.J. Seth M.D. Pereus D. Shabani Z.I. Moshi R. Boniface R. Mandara C.I. et al. Genetic polymorphism and evidence of signatures of selection in the Plasmodium falciparum circumsporozoite protein gene in Tanzanian regions with different malaria endemicity Malar. J. 2024 23 139 10.1186/s12936-024-04974-3
Amegashie E.A. Amenga-Etego L. Adobor C. Ogoti P. Mbogo K. Amambua-Ngwa A. Ghansah A. Population genetic analysis of the Plasmodium falciparum circumsporozoite protein in two distinct ecological regions in Ghana Malar. J. 2020 19 437 10.1186/s12936-020-03510-3
Huang H.Y. Liang X.Y. Lin L.Y. Chen J.T. Ehapo C.S. Eyi U.M. Li J. Jiang T.T. Zheng Y.Z. Zha G.C. et al. Genetic polymorphism of Plasmodium falciparum circumsporozoite protein on Bioko Island, Equatorial Guinea and global comparative analysis Malar. J. 2020 19 245 10.1186/s12936-020-03315-4
He Z.Q. Zhang Q.Q. Wang D. Hu Y.B. Zhou R.M. Qian D. Yang C.Y. Lu D.L. Li S.H. Liu Y. et al. Genetic polymorphism of circumsporozoite protein of Plasmodium falciparum among Chinese migrant workers returning from Africa to Henan Province Malar. J. 2022 21 248 10.1186/s12936-022-04275-7
Maina M. Musundi S. Kuja J. Waweru H. Kiboi D. Kanoi B.N. Gitaka J. Genetic variation of the Plasmodium falciparum circumsporozoite protein in parasite isolates from Homabay County in Kenya Front. Parasitol. 2024 3 1346017 10.3389/fpara.2024.1346017
Dieng C.C. Ford C.T. Lerch A. Doniou D. Vegesna K. Janies D. Cui L. Amoah L. Afrane Y. Lo E. Genetic variations of Plasmodium falciparum circumsporozoite protein and the impact on interactions with human immunoproteins and malaria vaccine efficacy Infect. Genet. Evol. 2023 110 105418 10.1016/j.meegid.2023.105418
Wicht K.J. Mok S. Fidock D.A. Molecular Mechanisms of Drug Resistance in Plasmodium falciparum Malaria Annu. Rev. Microbiol. 2020 74 431 454 10.1146/annurev-micro-020518-115546 32905757
Lei Z.N. Wu Z.X. Dong S. Yang D.H. Zhang L. Ke Z. Zou C. Chen Z.S. Chloroquine and hydroxychloroquine in the treatment of malaria and repurposing in treating COVID-19 Pharmacol. Ther. 2020 216 107672 10.1016/j.pharmthera.2020.107672
Amambua-Ngwa A. Button-Simons K.A. Li X. Kumar S. Brenneman K.V. Ferrari M. Checkley L.A. Haile M.T. Shoue D.A. McDew-White M. et al. Chloroquine resistance evolution in Plasmodium falciparum is mediated by the putative amino acid transporter AAT1 Nat. Microbiol. 2023 8 1213 1226 10.1038/s41564-023-01377-z 37169919
Sidhu A.B. Verdier-Pinard D. Fidock D.A. Chloroquine resistance in Plasmodium falciparum malaria parasites conferred by pfcrt mutations Science 2002 298 210 213 10.1126/science.1074045 12364805
Miriam K.L. Christopher V.P. Withdrawing antimalarial drugs: Impact on parasite resistance and implications for malaria treatment policies, Drug Resistance Updates Drug Resist. Updates 2004 7 279 288
Sayang C. Gausseres M. Vernazza-Licht N. Malvy D. Bley D. Millet P. Treatment of malaria from monotherapy to artemisinin-based combination therapy by health professionals in urban health facilities in Yaounde, central province, Cameroon Malar. J. 2009 8 176 10.1186/1475-2875-8-176
Niba P.T.N. Nji A.M. Evehe M.-S. Ali I.M. Netongo P.M. Ngwafor R. Moyeh M.N. Ngum L.N. Ndum O.E. Acho F.A. et al. Drug resistance markers within an evolving efficacy of anti-malarial drugs in Cameroon: A systematic review and meta-analysis (1998–2020) Malar. J. 2021 20 32 10.1186/s12936-020-03543-8
Lakshmanan V. Bray P.G. Verdier-Pinard D. Johnson D.J. Horrocks P. Muhle R.A. Alakpa G.E. Hughes R.H. Ward S.A. Krogstad D.J. et al. A critical role for PfCRT K76T in Plasmodium falciparum verapamil-reversible chloroquine resistance EMBO J. 2005 24 2294 2305 10.1038/sj.emboj.7600681 15944738
Tchuenkam P.V.K. Ngum L.N. Ali I.M. Chedjou J.P.K. Nji A.M. Netongo P.M. Ngwafor R. Niba P.T.N. Tah C.F. Nana W.D. et al. Plasmodium falciparum dhps and dhfr markers of resistance to sulfadoxine-pyrimethamine five years (2016–2020) after the implementation of seasonal malaria chemoprevention in Cameroon Wellcome Open Res. 2024 9 323 10.12688/wellcomeopenres.22347.1
Deloron P. Bertin G. Briand V. Massougbodji A. Cot M. Sulfadoxine/pyrimethamine intermittent preventive treatment for malaria during pregnancy Emerg. Infect. Dis. 2010 16 1666 1670 10.3201/eid1611.101064 21029522
Amimo F. Lambert B. Magit A. Sacarlal J. Hashizume M. Shibuya K. Plasmodium falciparum resistance to sulfadoxine-pyrimethamine in Africa: A systematic analysis of national trends BMJ Glob. Health 2020 5 e003217 10.1136/bmjgh-2020-003217
Guemas E. Coppee R. Menard S. du Manoir M. Nsango S. Makaba Mvumbi D. Nakoune E. Eboumbou Moukoko C.E. Bouyou Akotet M.K. Mirabeau T.Y. et al. Evolution and spread of Plasmodium falciparum mutations associated with resistance to sulfadoxine-pyrimethamine in central Africa: A cross-sectional study Lancet Microbe 2023 4 e983 e993 10.1016/S2666-5247(23)00211-2 37865113
Gatton M.L. Martin L.B. Cheng Q. Evolution of resistance to sulfadoxine-pyrimethamine in Plasmodium falciparum Antimicrob. Agents Chemother. 2004 48 2116 2123 10.1128/AAC.48.6.2116-2123.2004
Flegg J.A. Metcalf C.J.E. Gharbi M. Venkatesan M. Shewchuk T. Hopkins Sibley C. Guerin P.J. Trends in antimalarial drug use in Africa Am. J. Trop. Med. Hyg. 2013 89 857 865 10.4269/ajtmh.13-0129
Hassett M.R. Roepe P.D. Origin and Spread of Evolving Artemisinin-Resistant Plasmodium falciparum Malarial Parasites in Southeast Asia Am. J. Trop. Med. Hyg. 2019 101 1204 1211 10.4269/ajtmh.19-0379
Nji A.M. Ali I.M. Moyeh M.N. Ngongang E.O. Ekollo A.M. Chedjou J.P. Ndikum V.N. Evehe M.S. Froeschl G. Heumann C. et al. Randomized non-inferiority and safety trial of dihydroartemisin-piperaquine and artesunate-amodiaquine versus artemether-lumefantrine in the treatment of uncomplicated Plasmodium falciparum malaria in Cameroonian children Malar. J. 2015 14 27 10.1186/s12936-014-0521-2
Assefa A. Fola A.A. Tasew G. Emergence of Plasmodium falciparum strains with artemisinin partial resistance in East Africa and the Horn of Africa: Is there a need to panic? Malar. J. 2024 23 34 10.1186/s12936-024-04848-8
World Health Organization Malaria: Artemisinin Partial Resistance Available online: https://www.who.int/news-room/questions-and-answers/item/artemisinin-resistance (accessed on 26 August 2025)
Fidock D.A. Rosenthal P.J. Artemisinin resistance in Africa: How urgent is the threat? Med 2021 2 1287 1288 10.1016/j.medj.2021.11.005
Jeang B. Zhong D. Lee M.C. Atieli H. Yewhalaw D. Yan G. Molecular surveillance of Kelch 13 polymorphisms in Plasmodium falciparum isolates from Kenya and Ethiopia Malar. J. 2024 23 36 10.1186/s12936-023-04812-y 38287365
World Health Organization Report on Antimalarial Drug Efficacy and Resistance: ACT Markers Available online: https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2020 (accessed on 26 March 2025)
Avci K.D. Karakus M. Kart Yasar K. Molecular survey of pfmdr-1, pfcrt, and pfk13 gene mutations among patients returning from Plasmodium falciparum endemic areas to Turkey Malar. J. 2024 23 286 10.1186/s12936-024-05107-6 39334180
Manoj T.D. Alan F.C. Contribution of the pfmdr1 gene to antimalarial drug-resistance Acta Trop. 2005 94 181 190 10.1016/j.actatropica.2005.04.008 15876420
Plowe C.V. Malaria chemoprevention and drug resistance: A review of the literature and policy implications Malar. J. 2022 21 104 10.1186/s12936-022-04115-8
Rosenthal P.J. Artemisinin Resistance Outside of Southeast Asia Am. J. Trop. Med. Hyg. 2018 99 1357 1359 10.4269/ajtmh.18-0845
Rosenthal P.J. Asua V. Bailey J.A. Conrad M.D. Ishengoma D.S. Kamya M.R. Rasmussen C. Tadesse F.G. Uwimana A. Fidock D.A. The emergence of artemisinin partial resistance in Africa: How do we respond? Lancet Infect. Dis. 2024 24 e591 e600 10.1016/S1473-3099(24)00141-5
Antonio-Nkondjio C. Ndo C. Njiokou F. Bigoga J.D. Awono-Ambene P. Etang J. Ekobo A.S. Wondji C.S. Review of malaria situation in Cameroon: Technical viewpoint on challenges and prospects for disease elimination Parasit. Vectors 2019 12 501 10.1186/s13071-019-3753-8 31655608
Quan H. Igbasi U. Oyibo W. Omilabu S. Chen S.B. Shen H.M. Okolie C. Chen J.H. Zhou X.N. High multiple mutations of Plasmodium falciparum-resistant genotypes to sulphadoxine-pyrimethamine in Lagos, Nigeria Infect. Dis. Poverty 2020 9 91 10.1186/s40249-020-00712-4
Moyeh M.N. Njimoh D.L. Evehe M.S. Ali I.M. Nji A.M. Nkafu D.N. Masumbe P.N. Barbara A.T. Ndikum V.N. Mbacham W.F. Effects of Drug Policy Changes on Evolution of Molecular Markers of Plasmodium falciparum Resistance to Chloroquine, Amodiaquine, and Sulphadoxine-Pyrimethamine in the South West Region of Cameroon Malar. Res. Treat. 2018 2018 7071383 10.1155/2018/7071383 29854394
Takala-Harrison S. Jacob C.G. Arze C. Cummings M.P. Silva J.C. Dondorp A.M. Fukuda M.M. Hien T.T. Mayxay M. Noedl H. et al. Independent emergence of artemisinin resistance mutations among Plasmodium falciparum in Southeast Asia J. Infect. Dis. 2015 211 670 679 10.1093/infdis/jiu491
Liu Y. Liang X. Li J. Chen J. Huang H. Zheng Y. He J. Ehapo C.S. Eyi U.M. Yang P. et al. Molecular Surveillance of Artemisinin-Based Combination Therapies Resistance in Plasmodium falciparum Parasites from Bioko Island, Equatorial Guinea Microbiol. Spectr. 2022 10 e00413 e00422 10.1128/spectrum.00413-22
Amusan A. Akinola O. Akano K. Hernandez-Castaneda M. Dick J.K. Sowunmi A. Hart G. Gbotosho G. Polymorphisms in Pfkelch13 domains before and after the introduction of artemisinin-based combination therapy in Southwest Nigeria PLoS ONE 2025 20 e0316479 10.1371/journal.pone.0316479 40163420
Sansonetti P.J. Lebras C. Verdier F. Charmot G. Dupont B. Lapresle C. Chloroquine-resistant Plasmodium falciparum in Cameroon Lancet 1985 1 1154 1155 10.1016/S0140-6736(85)92453-5
Leonado K.B. Vincent F.N. Mathieu N. Albert S. Jean-Christian Y. Raphael T.O. Georges S. Molecular Epidemiology of Malaria in Cameroon. XXI. Baseline Therapeutic efficacy of chloroquine, amodiaquine, and sulfadoxine-pyrimethamine monotherapies in children before national drug policy change Am. J. Trop. Med. Hyg. 2006 75 388 395 10.4269/ajtmh.2006.75.388
Lu F. Zhang M. Culleton R.L. Xu S. Tang J. Zhou H. Zhu G. Gu Y. Zhang C. Liu Y. et al. Return of chloroquine sensitivity to Africa? Surveillance of African Plasmodium falciparum chloroquine resistance through malaria imported to China Parasit. Vectors 2017 10 355 10.1186/s13071-017-2298-y
Ndam N.T. Basco L.K. Ngane V.F. Ayouba A. Ngolle E.M. Deloron P. Peeters M. Tahar R. Reemergence of chloroquine-sensitive pfcrt K76 Plasmodium falciparum genotype in southeastern Cameroon Malar. J. 2017 16 130 10.1186/s12936-017-1783-2
Moyeh M.N. Fankem S.N. Ali I.M. Sofeu D. Sandie S.M. Njimoh D.L. Ghogomu S.M. Kimbi H.K. Mbacham W.F. Current status of 4-aminoquinoline resistance markers 18 years after cessation of chloroquine use for the treatment of uncomplicated falciparum malaria in the littoral coastline region of Cameroon Pathog. Glob. Health 2022 116 509 514 10.1080/20477724.2022.2056674 35357271
Pamela C. Sandie M. Xavier I. Sandrine E.N. Majoline T.T. Luc A. Parfait H.A. Isabelle M. Antoine B. Prevalence of Plasmodium falciparum parasites resistant to sulfadoxine/pyrimethamine in pregnant women in Yaoundé, Cameroon: Emergence of highly resistant pfdhfr/pfdhps alleles J. Antimicrob. Chemother. 2015 70 2566 2571
Ajit L. Phillipe M. Gerald V. Ansar A.P. Kent E.K. Roger B. Edwin L. Marguerite K. Magdalena P. Martine D. et al. Potent Induction of Focused Th1-Type Cellular and Humoral Immune Responses by RTS,S/SBAS2, a Recombinant Plasmodium falciparum Malaria Vaccine J. Infect. Dis. 1999 180 1656 1664
Ballou W.R. Voss G. Kester K.E. Heppner D.G. Krzych U. Protective immunity induced with malaria vaccine, RTS,S, is linked to Plasmodium falciparum circumsporozoite protein-specific CD4+ and CD8+ T cells producing IFN-gamma J. Immunol. 2003 171 6961 6967
Esum M.E. Roland N.N. Sumbele I. Trends of Malaria in the South West Region of Cameroon: Overview, Challenges and Perspectives (SDG3) Proceedings of the 1st International Conference on Sustainable Development Goals "Why It Matters" As Part of the Decade of Action, Utah Valley University Orem, UT, USA 5–7 October 2022 Volume 1 237 254
Apinjoh T.O. Tata R.B. Anchang-Kimbi J.K. Chi H.F. Fon E.M. Mugri R.N. Tangoh D.A. Nyingchu R.V. Ghogomu S.M. Nkuo-Akenji T. et al. Plasmodium falciparum merozoite surface protein 1 block 2 gene polymorphism in field isolates along the slope of mount Cameroon: A cross—Sectional study BMC Infect. Dis. 2015 15 309 10.1186/s12879-015-1066-x 26242307
Adrien L. Tommaso L. pycoQC, interactive quality control for Oxford Nanopore Sequencing J. Open Source Softw. 2019 4 1236 10.21105/joss.01236
Heng L. Minimap2: Pairwise alignment for nucleotide sequences Bioinformatics 2018 34 3094 3100 10.1093/bioinformatics/bty191
Petr D. James K.B. Jennifer L. John M. Valeriu O. Thomas K. Martin O.P. Andrew W. Shane A.M. Robert M.D. et al. Twelve years of SAMtools and BCFtools GigaScience 2021 10 giab008 10.1093/gigascience/giab008
Junhao S. Zhenxian Z. Syed S.A. Tak-Wah L. Ruibang L. Clair3-trio: High-performance Nanopore long-read variant calling in family trios with trio-to-trio deep neural networks Brief. Bioinform. 2022 22 bbac301