{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T17:30:25Z","timestamp":1782408625139,"version":"3.54.5"},"reference-count":76,"publisher":"PeerJ","license":[{"start":{"date-parts":[[2020,3,12]],"date-time":"2020-03-12T00:00:00Z","timestamp":1583971200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"U.S. Department of Defense Global Emerging Infections System, Silver Spring, Maryland"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:p>\n                    Malaria drug resistance is a global public health concern. Though parasite mutations have been associated with resistance, other factors could influence the resistance. A robust surveillance system is required to monitor and help contain the resistance. This study established the role of travel and gender in dispersion of chloroquine resistant genotypes in malaria epidemic zones in Kenya. A total of 1,776 individuals presenting with uncomplicated malaria at hospitals selected from four malaria transmission zones in Kenya between 2008 and 2014 were enrolled in a prospective surveillance study assessing the epidemiology of malaria drug resistance patterns. Demographic and clinical information per individual was obtained using a structured questionnaire. Further, 2 mL of blood was collected for malaria diagnosis, parasitemia quantification and molecular analysis. DNA extracted from dried blood spots collected from each of the individuals was genotyped for polymorphisms in\n                    <jats:italic>Plasmodium falciparum<\/jats:italic>\n                    chloroquine transporter gene (\n                    <jats:italic>Pfcrt<\/jats:italic>\n                    76),\n                    <jats:italic>Plasmodium falciparum<\/jats:italic>\n                    multidrug resistant gene 1 (\n                    <jats:italic>Pfmdr<\/jats:italic>\n                    1 86 and\n                    <jats:italic>Pfmdr<\/jats:italic>\n                    1 184) regions that are putative drug resistance genes using both conventional polymerase chain reaction (PCR) and real-time PCR. The molecular and demographic data was analyzed using Stata version 13 (College Station, TX: StataCorp LP) while mapping of cases at the selected geographic zones was done in QGIS version 2.18. Chloroquine resistant (CQR) genotypes across gender revealed an association with chloroquine resistance by both univariate model (\n                    <jats:italic>p<\/jats:italic>\n                    \u00a0=\u00a00.027) and by multivariate model (\n                    <jats:italic>p<\/jats:italic>\n                    \u00a0=\u00a00.025), female as reference group in both models. Prior treatment with antimalarial drugs within the last 6 weeks before enrollment was associated with carriage of CQR genotype by multivariate model (\n                    <jats:italic>p<\/jats:italic>\n                    \u00a0=\u00a00.034). Further, a significant relationship was observed between travel and CQR carriage both by univariate model (\n                    <jats:italic>p<\/jats:italic>\n                    \u00a0=\u00a00.001) and multivariate model (\n                    <jats:italic>p<\/jats:italic>\n                    \u00a0=\u00a00.002). These findings suggest that gender and travel are significantly associated with chloroquine resistance. From a gender perspective, males are more likely to harbor resistant strains than females hence involved in strain dispersion. On the other hand, travel underscores the role of transport network in introducing spread of resistant genotypes, bringing in to focus the need to monitor gene flow and establish strategies to minimize the introduction of resistance strains by controlling malaria among frequent transporters.\n                  <\/jats:p>","DOI":"10.7717\/peerj.8082","type":"journal-article","created":{"date-parts":[[2020,3,12]],"date-time":"2020-03-12T06:07:44Z","timestamp":1583993264000},"page":"e8082","source":"Crossref","is-referenced-by-count":13,"title":["A seven-year surveillance of epidemiology of malaria reveals travel and gender are the key drivers of dispersion of drug resistant genotypes in Kenya"],"prefix":"10.7717","volume":"8","author":[{"given":"Moureen","family":"Maraka","sequence":"first","affiliation":[{"name":"School of Health Sciences, Jaramogi Oginga Odinga University of Science and Technology, Bondo, Siaya, Kenya"},{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hoseah M.","family":"Akala","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Asito S.","family":"Amolo","sequence":"additional","affiliation":[{"name":"School of Health Sciences, Jaramogi Oginga Odinga University of Science and Technology, Bondo, Siaya, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dennis","family":"Juma","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Duke","family":"Omariba","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Agnes","family":"Cheruiyot","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Benjamin","family":"Opot","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Charles","family":"Okello Okudo","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Edwin","family":"Mwakio","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gladys","family":"Chemwor","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jackline A.","family":"Juma","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raphael","family":"Okoth","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A Kenya)\/Kenya Medical Research Institute (KEMRI), Kisumu, Kisumu, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Redemptah","family":"Yeda","sequence":"additional","affiliation":[{"name":"Department of Emerging Infectious Diseases (DEID), United States Army Medical Research Directorate-Africa Kenya (USAMRD-A 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