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Hart LN, Zepernick BN, Natwora KE, Brown KM, Obuya JA, Lomeo D, Barnard MA, Okech EO, Kiledal EA, Den Uyl PA, Olokotum M, Wilhelm SW, McKay RM, Drouillard KG, Sherman DH, Sitoki L, Achiya J, Getabu A, Otiso KM, Bullerjahn GS, Dick GJ. Metagenomics reveals spatial variation in cyanobacterial composition, function, and biosynthetic potential in the Winam Gulf, Lake Victoria, Kenya. Appl Environ Microbiol 2025; 91:e0150724. [PMID: 39772868 PMCID: PMC11837572 DOI: 10.1128/aem.01507-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Accepted: 11/11/2024] [Indexed: 01/11/2025] Open
Abstract
The Winam Gulf in the Kenyan region of Lake Victoria experiences prolific, year-round cyanobacterial harmful algal blooms (cyanoHABs) which pose threats to human, livestock, and ecosystem health. To our knowledge, there is limited molecular research on the gulf's cyanoHABs, and thus, the strategies employed for survival and proliferation by toxigenic cyanobacteria in this region remain largely unexplored. Here, we used metagenomics to analyze the Winam Gulf's cyanobacterial composition, function, and biosynthetic potential. Dolichospermum was the dominant bloom-forming cyanobacterium, co-occurring with Microcystis at most sites. Microcystis and Planktothrix were more abundant in shallow and turbid sites. Metagenome-assembled genomes (MAGs) of Dolichospermum harbored nitrogen fixation genes, suggesting diazotrophy as a potential mechanism supporting the proliferation of Dolichospermum in the nitrogen-limited gulf. Over 300 biosynthetic gene clusters (BGCs) putatively encoding the synthesis of toxins and other secondary metabolites were identified across the gulf, even at sites where there were no visible cyanoHAB events. Almost all BGCs identified had no known synthesis product, indicating a diverse and novel biosynthetic repertoire capable of synthesizing harmful or potentially therapeutic metabolites. Microcystis MAGs contained mcy genes encoding the synthesis of hepatotoxic microcystins which are a concern for drinking water safety. These findings illustrate the spatial variation of bloom-forming cyanobacteria in the Winam Gulf and their available strategies to dominate different ecological niches. This study underscores the need for further use of genomic techniques to elucidate the dynamics and mitigate the potentially harmful effects of cyanoHABs and their associated toxins on human, environmental, and economic health.IMPORTANCEThe Winam Gulf (Kenya) is a vital resource that experiences prolific cyanobacterial harmful algal blooms (cyanoHABs). Bloom-forming cyanobacteria produce cyanotoxins, threatening human and environmental health, recreation, and fishing. However, cyanotoxin production in the gulf has not been linked to a specific type of cyanobacteria. We used DNA sequencing of whole microbial communities to track the species of cyanobacteria present across the gulf and investigate the genes responsible for synthesis of known and novel toxins. Our results reveal Dolichospermum as the main bloom-forming cyanobacteria in the gulf, often co-occurring with high abundance of toxigenic Microcystis. Over 300 unique gene clusters were found, with most predicted to encode the synthesis of uncharacterized molecules. These results provide initial insights into the diverse biosynthetic potential encoded by cyanobacteria in the Winam Gulf and underscore the need to further elucidate and investigate the effects of known and novel molecules produced in cyanoHABs in this region.
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Affiliation(s)
- Lauren N. Hart
- Program in Chemical Biology, University of Michigan, Ann Arbor, Michigan, USA
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, USA
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
| | - Brittany N. Zepernick
- Department of Microbiology, The University of Tennessee Knoxville, Knoxville, Tennessee, USA
| | - Kaela E. Natwora
- Large Lakes Observatory, University of Minnesota Duluth, Duluth, Minnesota, USA
| | - Katelyn M. Brown
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Biological Sciences, Bowling Green State University, Bowling Green, Ohio, USA
| | | | - Davide Lomeo
- Department of Geography, King's College London, London, United Kingdom
| | - Malcolm A. Barnard
- Department of Biology, Baylor University Department of Biology, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
| | | | - 2022-23 NSF-IRES Lake Victoria Research ConsortiumAchiengDorine1BarkerKatelyn B.2BaswetiGeorge M.1BealMax3ByrneAidan4CodyWilliam R.5KiteresiLinet I.1LawrenceTheodore6MirukaJared B.1MohneySamantha7OkutoyiPamela8OtienoDennis9OwinoOmondi A.10OwokoWinnie1OwuorBethwell11ShitandiAnakalo11StollJordyn12SwalehMariam N.13TebbsEmma J.4VargaEmily9AdemJack Abibo14AdhikariAnjana15AllanTrinity16ChepkiruiMercy1KhanNusrat Nasrin17MosetiMartha18AchiengTonny11RadockLisa19NjiruJames11ConceptualizationData curationOmondiReuben11ConceptualizationData curationKenya Marine and Fisheries Research Institute, Kisumu, KenyaBowling Green State University, Bowling Green, Ohio, USAUniversity of Wisconsin—Madison, Madison, Wisconsin, USAKing’s College London, London, United KingdomAquatic Taxonomy Specialists, Malinta, Ohio, USAAfrican Center for Aquatic Research and Education, Ann Arbor, Michigan, USAGeorge Mason University, Fairfax, Virginia, USATechnical University of Kenya, Nairobi, KenyaGreat Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, CanadaSigalagala National Polytechnic, Kakamega, KenyaKisii University, Kisii, KenyaMichigan Trout Unlimited, Dewitt, Michigan, USATechnical University of Mombasa, Mombasa, KenyaJaramogi Oginga Odinga University of Science and Technology, Bondo, KenyaUniversity of Wisconsin—Milwaukee, Milwaukee, Wisconsin, USAFlorida Gulf Coast University, Fort Myers, Florida, USAArizona State University, Tempe, Arizona, USAMaasai Mara University, Narok, KenyaFort LeBoeuf School District, Erie, Pennsylvania, USA
- Program in Chemical Biology, University of Michigan, Ann Arbor, Michigan, USA
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, USA
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Department of Microbiology, The University of Tennessee Knoxville, Knoxville, Tennessee, USA
- Large Lakes Observatory, University of Minnesota Duluth, Duluth, Minnesota, USA
- Biological Sciences, Bowling Green State University, Bowling Green, Ohio, USA
- Kenya Marine and Fisheries Research Institute, Kisumu, Kenya
- Department of Geography, King's College London, London, United Kingdom
- Department of Biology, Baylor University Department of Biology, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- Egerton University, Njoro, Kenya
- Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, Michigan, USA
- National Fisheries Resources Research Institute (NaFIRRI), Jinja, Uganda
- Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, Michigan, USA
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, Canada
- Natural Products Discovery Core, University of Michigan, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan, USA
- Technical University of Kenya, Nairobi, Kenya
- Kisii University, Kisii, Kenya
- School of Earth, Environment and Society, Bowling Green State University, Bowling Green, Ohio, USA
| | - E. Anders Kiledal
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, Michigan, USA
| | - Paul A. Den Uyl
- National Fisheries Resources Research Institute (NaFIRRI), Jinja, Uganda
- Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, Michigan, USA
| | - Mark Olokotum
- National Fisheries Resources Research Institute (NaFIRRI), Jinja, Uganda
| | - Steven W. Wilhelm
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Department of Microbiology, The University of Tennessee Knoxville, Knoxville, Tennessee, USA
| | - R. Michael McKay
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, Canada
| | - Ken G. Drouillard
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, Ontario, Canada
| | - David H. Sherman
- Program in Chemical Biology, University of Michigan, Ann Arbor, Michigan, USA
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, USA
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Natural Products Discovery Core, University of Michigan, Ann Arbor, Michigan, USA
- Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan, USA
| | | | - James Achiya
- Kenya Marine and Fisheries Research Institute, Kisumu, Kenya
| | | | - Kefa M. Otiso
- School of Earth, Environment and Society, Bowling Green State University, Bowling Green, Ohio, USA
| | - George S. Bullerjahn
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Biological Sciences, Bowling Green State University, Bowling Green, Ohio, USA
| | - Gregory J. Dick
- Program in Chemical Biology, University of Michigan, Ann Arbor, Michigan, USA
- Great Lakes Center for Fresh Waters and Human Health, Bowling Green State University, Bowling Green, Ohio, USA
- Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, Michigan, USA
- Cooperative Institute for Great Lakes Research (CIGLR), University of Michigan, Ann Arbor, Michigan, USA
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Kifude CM, Roberds A, Oyieko J, Ocholla S, Otieno S, Waitumbi JN, Hutter J, Smith H, Copeland NK, Luckhart S, Stewart VA. Initiation of anti-retroviral/Trimethoprim-Sulfamethoxazole therapy in a longitudinal cohort of HIV-1 positive individuals in Western Kenya rapidly decreases asymptomatic malarial parasitemia. Front Cell Infect Microbiol 2022; 12:1025944. [PMID: 36506016 PMCID: PMC9729353 DOI: 10.3389/fcimb.2022.1025944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 10/28/2022] [Indexed: 11/25/2022] Open
Abstract
Interactions between malaria and HIV-1 have important public health implications. Our previous cross-sectional studies showed significant associations between HIV-1 positivity and malarial parasitemia with an increased risk of gametocytemia. In this follow-up longitudinal study, we evaluated these associations to determine the magnitude of asymptomatic parasitemia over time, and to examine the effects of initiating Antiretroviral Therapy (ART) together with the broad-spectrum antibiotic Trimethoprim Sulfamethoxazole (TS) on asymptomatic parasitemia. 300 adult volunteers in a malaria holoendemic region in Western Kenya were enrolled and followed for six months. The study groups were composed of 102 HIV-1 negatives, 106 newly diagnosed HIV-1 positives and 92 HIV-1 positives who were already stable on ART/TS. Blood samples were collected monthly and asymptomatic malarial parasitemia determined using sensitive 18S qPCR. Results showed significantly higher malaria prevalence in the HIV-1 negative group (61.4%) (p=0.0001) compared to HIV-1 positives newly diagnosed (36.5%) and those stable on treatment (31.45%). Further, treatment with ART/TS had an impact on incidence of asymptomatic parasitemia. In volunteers who were malaria PCR-negative at enrollment, the median time to detectable asymptomatic infection was shorter for HIV-1 negatives (149 days) compared to the HIV-1 positives on treatment (171 days) (p=0.00136). Initiation of HIV treatment among the newly diagnosed led to a reduction in malarial parasitemia (expressed as 18S copy numbers/μl) by over 85.8% within one week of treatment and a further reduction by 96% after 2 weeks. We observed that while the impact of ART/TS on parasitemia was long term, treatment with antimalarial Artemether/Lumefantrine (AL) among the malaria RDT positives had a transient effect with individuals getting re-infected after short periods. As was expected, HIV-1 negative individuals had normal CD4+ levels throughout the study. However, CD4+ levels among HIV-1 positives who started treatment were low at enrollment but increased significantly within the first month of treatment. From our association analysis, the decline in parasitemia among the HIV-1 positives on treatment was attributed to TS treatment and not increased CD4+ levels per se. Overall, this study highlights important interactions between HIV-1 and malaria that may inform future use of TS among HIV-infected patients in malaria endemic regions.
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Affiliation(s)
- Carolyne M. Kifude
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Ashleigh Roberds
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of Health Sciences, Bethesda, MD, United States
| | - Janet Oyieko
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Stephen Ocholla
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Solomon Otieno
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - John N. Waitumbi
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Jack Hutter
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Hunter Smith
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Nathanial K. Copeland
- Kombewa Clinical Research Center, Kenya Medical Research Institute-United States Army Medical Research Directorate-Africa, Kisumu, Kenya
| | - Shirley Luckhart
- Department of Entomology, Plant Pathology and Nematology, University of Idaho, Moscow, ID, United States
- Department of Biological Sciences, University of Idaho, Moscow, ID, United States
| | - V. Ann Stewart
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of Health Sciences, Bethesda, MD, United States
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