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Li Q, Button-Simons KA, Sievert MAC, Chahoud E, Foster GF, Meis K, Ferdig MT, Milenković T. Enhancing Gene Co-Expression Network Inference for the Malaria Parasite Plasmodium falciparum. Genes (Basel) 2024; 15:685. [PMID: 38927622 PMCID: PMC11202799 DOI: 10.3390/genes15060685] [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: 04/29/2024] [Revised: 05/22/2024] [Accepted: 05/22/2024] [Indexed: 06/28/2024] Open
Abstract
BACKGROUND Malaria results in more than 550,000 deaths each year due to drug resistance in the most lethal Plasmodium (P.) species P. falciparum. A full P. falciparum genome was published in 2002, yet 44.6% of its genes have unknown functions. Improving the functional annotation of genes is important for identifying drug targets and understanding the evolution of drug resistance. RESULTS Genes function by interacting with one another. So, analyzing gene co-expression networks can enhance functional annotations and prioritize genes for wet lab validation. Earlier efforts to build gene co-expression networks in P. falciparum have been limited to a single network inference method or gaining biological understanding for only a single gene and its interacting partners. Here, we explore multiple inference methods and aim to systematically predict functional annotations for all P. falciparum genes. We evaluate each inferred network based on how well it predicts existing gene-Gene Ontology (GO) term annotations using network clustering and leave-one-out crossvalidation. We assess overlaps of the different networks' edges (gene co-expression relationships), as well as predicted functional knowledge. The networks' edges are overall complementary: 47-85% of all edges are unique to each network. In terms of the accuracy of predicting gene functional annotations, all networks yielded relatively high precision (as high as 87% for the network inferred using mutual information), but the highest recall reached was below 15%. All networks having low recall means that none of them capture a large amount of all existing gene-GO term annotations. In fact, their annotation predictions are highly complementary, with the largest pairwise overlap of only 27%. We provide ranked lists of inferred gene-gene interactions and predicted gene-GO term annotations for future use and wet lab validation by the malaria community. CONCLUSIONS The different networks seem to capture different aspects of the P. falciparum biology in terms of both inferred interactions and predicted gene functional annotations. Thus, relying on a single network inference method should be avoided when possible. SUPPLEMENTARY DATA Attached.
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Affiliation(s)
- Qi Li
- Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN 46556, USA
- Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN 46556, USA
- Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA (M.T.F.)
| | - Katrina A. Button-Simons
- Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA (M.T.F.)
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Mackenzie A. C. Sievert
- Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA (M.T.F.)
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Elias Chahoud
- Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN 46556, USA
- Department of Preprofessional Studies, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Gabriel F. Foster
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Kaitlynn Meis
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Michael T. Ferdig
- Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA (M.T.F.)
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Tijana Milenković
- Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN 46556, USA
- Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN 46556, USA
- Lucy Family Institute for Data & Society, University of Notre Dame, Notre Dame, IN 46556, USA (M.T.F.)
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Adegbite G, Edeki S, Isewon I, Emmanuel J, Dokunmu T, Rotimi S, Oyelade J, Adebiyi E. Mathematical modeling of malaria transmission dynamics in humans with mobility and control states. Infect Dis Model 2023; 8:1015-1031. [PMID: 37649792 PMCID: PMC10463202 DOI: 10.1016/j.idm.2023.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 08/16/2023] [Accepted: 08/18/2023] [Indexed: 09/01/2023] Open
Abstract
Malaria importation is one of the hypothetical drivers of malaria transmission dynamics across the globe. Several studies on malaria importation focused on the effect of the use of conventional malaria control strategies as approved by the World Health Organization (WHO) on malaria transmission dynamics but did not capture the effect of the use of traditional malaria control strategies by vigilant humans. In order to handle the aforementioned situation, a novel system of Ordinary Differential Equations (ODEs) was developed comprising the human and the malaria vector compartments. Analysis of the system was carried out to assess its quantitative properties. The novel computational algorithm used to solve the developed system of ODEs was implemented and benchmarked with the existing Runge-Kutta numerical solution method. Furthermore, simulations of different vigilant conditions useful to control malaria were carried out. The novel system of malaria models was well-posed and epidemiologically meaningful based on its quantitative properties. The novel algorithm performed relatively better in terms of model simulation accuracy than Runge-Kutta. At the best model-fit condition of 98% vigilance to the use of conventional and traditional malaria control strategies, this study revealed that malaria importation has a persistent impact on malaria transmission dynamics. In lieu of this, this study opined that total vigilance to the use of the WHO-approved and traditional malaria management tools would be the most effective control strategy against malaria importation.
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Affiliation(s)
- Gbenga Adegbite
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
| | - Sunday Edeki
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Mathematics, Covenant University, Ota, Nigeria
| | - Itunuoluwa Isewon
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Jerry Emmanuel
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Titilope Dokunmu
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Biochemistry, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Solomon Rotimi
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Biochemistry, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Jelili Oyelade
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
| | - Ezekiel Adebiyi
- Covenant University Bioinformatics Research, Covenant University, Ota, Nigeria
- Department of Computer and Information Sciences, Covenant University, Ota, Nigeria
- Covenant Applied Informatics and Communications-African Centre of Excellence, Covenant University, Ota, Ogun State, Nigeria
- Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Fontecha G, Escobar D, Ortiz B, Pinto A. A PCR-RFLP Technique to Assess the Geographic Origin of Plasmodium falciparum Strains in Central America. Trop Med Infect Dis 2022; 7:tropicalmed7080149. [PMID: 35893657 PMCID: PMC9394469 DOI: 10.3390/tropicalmed7080149] [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: 06/23/2022] [Revised: 07/23/2022] [Accepted: 07/25/2022] [Indexed: 11/20/2022] Open
Abstract
The elimination of malaria requires strengthening diagnosis and offering adequate and timely treatment. Imported cases of falciparum malaria represent a major challenge for pre-elimination areas, such as Central America, where chloroquine and primaquine continue to be used as first-line treatment. The pfs47 gene has been previously described as a precise molecular marker to track the geographic origin of the parasite. The aim of this study was to design a simple and low-cost technique using the polymorphic region of pfs47 to assess the geographic origin of P. falciparum strains. A PCR-RFLP technique was developed and evaluated using the MseI enzyme that proved capable of discriminating, with reasonable precision, the geographical origin of the parasites. This method could be used by national surveillance laboratories and malaria elimination programs in countries such as Honduras and Nicaragua in cases of malaria where an origin outside the Central American isthmus is suspected.
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Manor DU, Grossman DT, Vainer J, Schwartz PE. A nationwide study of imported Plasmodium ovale and mixed infections in Israel 2008-2020. J Travel Med 2022; 29:6463573. [PMID: 34918125 DOI: 10.1093/jtm/taab192] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 11/09/2021] [Indexed: 11/15/2022]
Abstract
BACKGROUND Plasmodium ovale is a rather neglected plasmodium. Rarity, a milder disease, and diagnostic difficulties compared with P. falciparum and P. vivax have led to this situation. This study's objective is to present the epidemiological and diagnostical characteristics of imported P. ovale malaria in Israel. METHODS Malaria is a reportable disease in Israel. All highly suspected cases are sent to the Ministry of Health central parasitology laboratory for molecular verification. We retrieved epidemiological and diagnostic data on all polymerase chain reaction (PCR)-proven P. ovale infections imported to between 2008 and 2020. RESULTS In total, 508 malaria cases were identified, 489 monoinfections and 19 (3.7%) mixed. Fifty-one (10%) were due to P. ovale, among them 13 (25%) were mixed, comprising 68% of all mixed infections. Forty-eight of 51 (94%) underwent blood microscopy, with a sensitivity of 94% (45/48) for genus identification and 15% (7/48) for P. ovale identification. Only 8% (1/12) of mixed infections were identified as such by microscopy. Forty-two (82%) patients underwent RDTs, with a sensitivity of 69% (29/42) for genus identification, and 62% (26/42) for identifying non-falciparum infections. Cycle threshold (Ct) values of P. ovale were significantly higher compared with P. falciparum and P. vivax in both mono and mixed infections (P < 0.05, P < 0.005). Ct levels in RDT positive vs negative infections differed significantly (P < 0.05). CONCLUSIONS P. ovale is commonly imported to Israel from Africa, with a high rate of mixed infections. The use of RDTs and microscopy is insufficient for the species-specific diagnosis of P. ovale, and must be complemented by PCR.
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Affiliation(s)
- Dr Uri Manor
- Internal Medicine "C", Sheba Medical Center, Dereh Sheba 2, Ramat Gan, Israel.,Sackler Faculty of Medicine, Tel-Aviv University, Klatchkin 35, Tel-Aviv, Israel
| | - Dr Tamar Grossman
- Public Health Laboratories - Jerusalem (PHL-J), Public Health Services (PHS), Ministry of Health (MOH), Eliav Yaakov 9, Jerusalem, Israel
| | - Julia Vainer
- Public Health Laboratories - Jerusalem (PHL-J), Public Health Services (PHS), Ministry of Health (MOH), Eliav Yaakov 9, Jerusalem, Israel
| | - Professor Eli Schwartz
- The Center for Geographic Medicine and Tropical Diseases, Sheba Medical Center, Dereh Sheba 2, Ramat Gan, Israel.,Sackler Faculty of Medicine, Tel-Aviv University, Klatchkin 35, Tel-Aviv, Israel
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Malaria Cases in a Tertiary Hospital in Kuala Lumpur, Malaysia: A 16-Year (2005-2020) Retrospective Review. Trop Med Infect Dis 2021; 6:tropicalmed6040177. [PMID: 34698312 PMCID: PMC8544725 DOI: 10.3390/tropicalmed6040177] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Revised: 08/26/2021] [Accepted: 09/15/2021] [Indexed: 12/11/2022] Open
Abstract
While there has been a tremendous decline in malaria disease burden in the remote parts of Malaysia, little is known about malaria incidence in its urban localities. This study aimed to analyze trends of malaria cases in urban Kuala Lumpur, Malaysia. All suspected cases presented to a university hospital in Kuala Lumpur from January 2005 to December 2020 were examined by microscopy. Infection status was analyzed using descriptive statistics and curve estimation analysis. Of 3105 blood films examined, 92 (3%) were microscopically confirmed malaria cases. Plasmodium vivax infections accounted for the majority (36.9%) of all malaria cases. Nearly half (47.8%) of cases were found among foreign cases (p < 0.001). The majority of foreign cases were male (86.4%) and came from Southeast Asian countries (65.9%). The curve estimation analysis showed significant decreases in malaria cases due to P. vivax (R2 = 0.598; p < 0.001) and Plasmodium falciparum (R2 = 0.298, p = 0.029), but increases for Plasmodium knowlesi (R2 = 0.325, p = 0.021) during the 16 years. This study showed that malaria incidence in urban Kuala Lumpur is low and has remained stable since 2005. However, P. knowlesi has played a significant role in the increase in overall malaria in the area, highlighting the importance of continued vigilance and improved surveillance.
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Current Epidemiological Characteristics of Imported Malaria, Vector Control Status and Malaria Elimination Prospects in the Gulf Cooperation Council (GCC) Countries. Microorganisms 2021; 9:microorganisms9071431. [PMID: 34361867 PMCID: PMC8307262 DOI: 10.3390/microorganisms9071431] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 06/22/2021] [Accepted: 06/25/2021] [Indexed: 11/23/2022] Open
Abstract
Malaria is the most common vector-borne parasitic infection causing significant human morbidity and mortality in nearly 90 tropical/sub-tropical countries worldwide. Significant differences exist in the incidence of malaria cases, dominant Plasmodium species, drug-resistant strains and mortality rates in different countries. Six Gulf Cooperation Council (GCC) countries (Bahrain, Kuwait, Qatar, Oman, Saudi Arabia and United Arab Emirates, UAE) in the Middle East region with similar climates, population demographics and economic prosperity are aiming to achieve malaria elimination. In this narrative review, all studies indexed in PubMed describing epidemiological characteristics of indigenous and imported malaria cases, vector control status and how malaria infections can be controlled to achieve malaria elimination in GCC countries were reviewed and discussed. These studies have shown that indigenous malaria cases are absent in Bahrain, Kuwait, Qatar and UAE and have progressively declined in Oman and Saudi Arabia. However, imported malaria cases continue to occur as GCC countries have large expatriate populations originating from malaria-endemic countries. Various malaria control and prevention strategies adopted by GCC countries including more stringent measures to reduce the likelihood of importing malaria cases by prior screening of newly arriving expatriates and vector elimination programs are likely to lead to malaria elimination in this region.
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A Large Case Series of Neurocysticercosis in Kuwait, a Nonendemic Arabian Gulf Country in the Middle East Region. Microorganisms 2021; 9:microorganisms9061221. [PMID: 34199952 PMCID: PMC8226849 DOI: 10.3390/microorganisms9061221] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 05/23/2021] [Accepted: 05/27/2021] [Indexed: 12/31/2022] Open
Abstract
Neurocysticercosis (NCC), a leading global cause of severe progressive headache and epilepsy, in developed or affluent countries is mostly diagnosed among immigrants from poor or developing Taenia solium taeniasis-endemic countries. Taeniasis carriers in Kuwait are routinely screened by insensitive stool microscopy. In this study, enzyme-linked immunoelectrotransfer blot (EITB) was used as a confirmatory test for NCC. Screening was performed on 970 patients referred for suspected NCC on the basis of relevant history and/or ring-enhancing lesions on computed tomography and/or magnetic resonance imaging during a 14-year period in Kuwait. Demographic data and clinical details were retrieved from laboratory or hospital records. EITB was positive in 150 subjects (15.5%), including 98 expatriates mostly originating from taeniasis-endemic countries and, surprisingly, 52 Kuwaiti nationals. The clinical details of 48 of 50 NCC cases diagnosed during 2014–2019 were available. Most common symptoms included seizures, persistent headache with/without fever, and fits or loss of consciousness. Cysticercal lesions were located at various brain regions in 39 of 48 patients. Multiple members of 3 families with NCC were identified; infection was linked to domestic workers from taeniasis-endemic countries and confirmed in at least 1 family. Our data show that NCC is predominantly imported in Kuwait by expatriates originating from taeniasis-endemic countries who transmit the infection to Kuwaiti citizens.
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Ghoddusi F, Garcia D, Harroun T. Post-COVID Multisystem Inflammatory Syndrome in the Deployed Environment. Mil Med 2021; 187:e1498-e1500. [PMID: 33881152 PMCID: PMC8083238 DOI: 10.1093/milmed/usab159] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 03/16/2021] [Accepted: 04/14/2021] [Indexed: 11/22/2022] Open
Abstract
Cases of multisystem inflammatory syndrome after current or previous SARS-CoV-2 infection have been extensively documented in children. Although there has been recent recognition of a similar adult post-COVID entity known as multisystem inflammatory syndrome in adults (MIS-A), these cases have rarely been reported. This report describes the case of a soldier in the deployed setting with a benign initial clinical presentation who rapidly developed life-threatening MIS-A.
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Affiliation(s)
- Faraz Ghoddusi
- Operational Medical Readiness Squadron, Beale AFB, Beale AFB, CA 95903, USA.,Stanford University, Stanford, CA 94305, USA
| | - David Garcia
- Family Medicine Residency, Eglin AFB, Eglin AFB, FL 32542, USA
| | - Teresa Harroun
- Family Medicine Residency, Eglin AFB, Eglin AFB, FL 32542, USA.,Medical/Surgical Inpatient Flight, Eglin AFB, FL 32542, USA
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Current Status and the Epidemiology of Malaria in the Middle East Region and Beyond. Microorganisms 2021; 9:microorganisms9020338. [PMID: 33572053 PMCID: PMC7915327 DOI: 10.3390/microorganisms9020338] [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: 12/15/2020] [Revised: 01/12/2021] [Accepted: 01/14/2021] [Indexed: 12/22/2022] Open
Abstract
Vector-borne parasitic infectious diseases are important causes of morbidity and mortality globally. Malaria is one of the most common vector-borne parasitic infection and is caused by five Plasmodium species, namely P. falciparum, P. vivax, P. ovale, P. malariae, and P. knowlesi. Epidemiologically, differences in the patterns of malaria cases, causative agent, disease severity, antimicrobial resistance, and mortality exist across diverse geographical regions. The world witnessed 229 million malaria cases which resulted in 409,000 deaths in 2019 alone. Although malaria cases are reported from 87 countries globally, Africa bears the brunt of these infections and deaths as nearly 94% of total malaria cases and deaths occur in this continent, particularly in sub-Saharan Africa. Most of the Middle East Region countries are malaria-free as no indigenous cases of infection have been described in recent years. However, imported cases of malaria continue to occur as some of these countries. Indeed, the six Gulf Cooperation Council (GCC) countries have large expatriate population originating from malaria endemic countries. In this review, the current status and epidemiology of malaria in the Middle East Region countries and other malaria-endemic countries that are home to a large migrant workforce being employed in Middle East Region countries are discussed.
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Al-Awadhi M, Iqbal J, Ahmad S. An Update on the Epidemiological Features of Imported Schistosomiasis and Cystic Echinococcosis in Kuwait, 2010-2018. Med Princ Pract 2021; 30:138-145. [PMID: 33524982 PMCID: PMC8114046 DOI: 10.1159/000514873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 01/24/2021] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVE Kuwait is considered a non-endemic country for most parasitic infections. However, ∼70% of 4.7 million residents in Kuwait are expatriates from Asian and African countries, which are endemic for parasitic infections. Results of microbiological investigations for schistosomiasis and cystic echinococcosis (CE) performed in a reference national laboratory were retrospectively collected and analyzed to provide an insight on the epidemiology of these 2 neglected tropical diseases in Kuwait. SUBJECTS AND METHODS Schistosoma infection in fecal and urine specimens from suspected patients was detected by microscopy. Schistosoma and CE infections were also detected by indirect hemagglutination assays (IHAs) using blood specimens. Patients' epidemiological data were extracted from the laboratory records. RESULTS The overall prevalence rates of schistosomiasis and CE were 19.0 and 5.8%, respectively. Almost all schistosomiasis cases were seen among Egyptians, especially among males, and a significantly higher prevalence (p < 0.05) was seen for CE cases among the Syrian residents. A decreasing annual trend was observed for both the parasitic infections over time in Kuwait. CONCLUSIONS This study confirmed that schistosomiasis is not autochthonous in Kuwait, as all cases were detected among expatriates from Schistosoma-endemic countries. Our data also showed that CE remains endemic among humans and livestock in Kuwait as is also seen in other Middle Eastern countries.
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Affiliation(s)
- Mohammad Al-Awadhi
- Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - Jamshaid Iqbal
- Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - Suhail Ahmad
- Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
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