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van Griensven J, van Henten S, Kibret A, Kassa M, Beyene H, Abdellati S, Mersha D, Sisay K, Seyum H, Eshetie H, Kassa F, Bogale T, Melkamu R, Yeshanew A, Smekens B, Burm C, Landuyt H, de Hondt A, Van den Bossche D, Mohammed R, Pareyn M, Vogt F, Adriaensen W, Ritmeijer K, Diro E. Prediction of visceral leishmaniasis development in a highly exposed HIV cohort in Ethiopia based on Leishmania infection markers: results from the PreLeisH study. EBioMedicine 2024; 110:105474. [PMID: 39612653 DOI: 10.1016/j.ebiom.2024.105474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 11/08/2024] [Accepted: 11/11/2024] [Indexed: 12/01/2024] Open
Abstract
BACKGROUND Targeted preventive strategies in persons living with HIV (PLWH) require markers to predict visceral leishmaniasis (VL). We conducted a longitudinal study in a HIV-cohort in VL-endemic North-West Ethiopia to 1) describe the pattern of Leishmania markers preceding VL; 2) identify Leishmania markers predictive of VL; 3) develop a clinical management algorithm according to predicted VL risk levels. METHODS The PreLeisH study followed 490 adult PLWH free of VL at enrolment for up to two years (2017-2021). Blood RT-PCR targeting Leishmania kDNA, Leishmania serology and Leishmania urine antigen test (KAtex) were performed every 3-6 months. We calculated the sensitivity/specificity of the Leishmania markers for predicting VL and developed an algorithm for distinct clinical management strategies, with VL risk categories defined based on VL history, CD4 count and Leishmania markers (rK39 RDT & RT-PCR). FINDINGS At enrolment, 485 (99%) study participants were on antiretroviral treatment; 360/490 (73.5%) were male; the median baseline CD4 count was 392 (IQR 259-586) cells/μL; 135 (27.5%) had previous VL. Incident VL was diagnosed in 34 (6.9%), with 32 (94%) displaying positive Leishmania markers before VL. In those without VL history, baseline rK39 RDT had 60% sensitivity and 84% specificity to predict VL; in patients with previous VL, RT-PCR had 71% sensitivity and 95% specificity. The algorithm defined 442 (92.3%) individuals at low VL risk (routine follow-up), 31 (6.5%) as moderate risk (secondary prophylaxis) and six (1.2%) as high risk (early treatment). INTERPRETATION Leishmania infection markers can predict VL risk in PLWH. Interventional studies targeting those at high risk are needed. FUNDING The PreLeisH study was supported by grants from the Department of Economy, Science and Innovation of the Flemish Government, Belgium (757013) and the Directorate-General for Development Cooperation and Humanitarian Aid (DGD), Belgium (BE-BCE_KBO-0410057701-prg2022-5-ET).
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Affiliation(s)
| | | | | | - Mekibib Kassa
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | | | | | | | | | | | | | | | - Tadfe Bogale
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Roma Melkamu
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Arega Yeshanew
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Bart Smekens
- Institute of Tropical Medicine, Antwerp, Belgium
| | | | | | | | | | - Rezika Mohammed
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia; University of Gondar, Gondar, Ethiopia
| | | | - Florian Vogt
- Institute of Tropical Medicine, Antwerp, Belgium; The Kirby Institute, University of New South Wales, Sydney, Australia; National Centre for Epidemiology and Population Health, Australian National University, Canberra, Australia
| | | | | | - Ermias Diro
- University of Gondar, Gondar, Ethiopia; Department of General Internal Medicine, University of Washington, Seattle, USA
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Hadifar S, Masoudzadeh N, Andersson B, Heydari H, Mashayekhi Goyonlo V, Kerachian M, Persson J, Rahimi-Tamandegani H, Erfanian Salim R, Rafati S, Harandi AM. Integrated analysis of lncRNA and mRNA expression profiles in cutaneous leishmaniasis lesions caused by Leishmania tropica. Front Cell Infect Microbiol 2024; 14:1416925. [PMID: 39639867 PMCID: PMC11617529 DOI: 10.3389/fcimb.2024.1416925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Accepted: 10/25/2024] [Indexed: 12/07/2024] Open
Abstract
Background Cutaneous leishmaniasis (CL), caused by Leishmania (L.) species, remains a neglected tropical disease in many developing countries. We and others have shown that different Leishmania species can alter the gene expression profile of human host cells. Long non-coding RNAs (lncRNAs) have been found to play a role in the pathogenesis of leishmaniasis through dysregulation of transcriptome signatures. Understanding the regulatory roles of lncRNAs in the biological networks involved in leishmaniasis can improve our understanding of the disease. Methods Herein, we used our previous RNA sequencing data (GSE216638) to investigate the profile of lncRNAs in the skin lesions of L. tropica-infected patients. We employed the weighted gene correlation network analysis (WGCNA) algorithm to establish co-expression networks of shared genes between CL patients and infer the potential role of lncRNAs in CL patients. We identified hub genes and trans- and cis-acting lncRNAs, and carried out functional enrichment analysis on a key co-expressed module related to L. tropica-infected patients. Results We found substantial involvement of lncRNAs in the CL patient dataset. Using the WGCNA method, we classified all included genes into seven modules, with a module (turquoise) being significantly correlated with the studied clinical traits and identified as the key module. This module was mainly involved in the "interferon gamma signaling" and "cytokine signaling" pathways. We highlighted several lncRNAs and their co-expressed mRNA pairs, like SIRPG-AS1, IL21R-AS1, IL24, and TLDC2, as hub genes of the key module. Quantitative RT-PCR validated the expression of several genes in the lesions of an independent cohort of L. tropica-infected patients. Conclusions These findings enhance our understanding of the human skin response to L. tropica infection. Furthermore, the hub genes identified in this study are worthy of further evaluation as potential targets in the development of more effective treatments and preventive measures for CL caused by L. tropica.
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Affiliation(s)
- Shima Hadifar
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | - Nasrin Masoudzadeh
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | - Björn Andersson
- Bioinformatics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Hossein Heydari
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | | | - Mohammadali Kerachian
- Cutaneous Leishmaniasis Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Josefine Persson
- Department of Microbiology and Immunology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | | | - Sima Rafati
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | - Ali M. Harandi
- Department of Microbiology and Immunology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
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Fontes JLM, Khouri R, Reinaldo LGC, Hassegawa EMA, Meneses Filho AJ, de Melo CVB, Ramos PIP, de Deus Moura R, Pagliari C, Santos M, Araújo RJC, Van Weyenbergh J, de Freitas LAR, Costa CHN, dos-Santos WLC. An integrated analysis of the structural changes and gene expression of spleen in human visceral leishmaniasis with and without HIV coinfection. PLoS Negl Trop Dis 2024; 18:e0011877. [PMID: 38843306 PMCID: PMC11265696 DOI: 10.1371/journal.pntd.0011877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 07/23/2024] [Accepted: 04/30/2024] [Indexed: 07/24/2024] Open
Abstract
The spleen plays a pivotal role in the pathogenesis of visceral leishmaniasis. In severe forms of the disease, the spleen undergoes changes that can compromise its function in surveilling blood-circulating pathogens. In this study, we present an integrated analysis of the structural and gene expression alterations in the spleens of three patients with relapsing visceral leishmaniasis, two of whom were coinfected with HIV. Our findings reveal that the IL6 signaling pathway plays a significant role in the disorganization of the white pulp, while BCL10 and ICOSLG are associated with spleen organization. Patients coinfected with HIV and visceral leishmaniasis exhibited lower splenic CD4+ cell density and reduced expression of genes such as IL15. These effects may contribute to a compromised immune response against L. infantum in coinfected individuals, further impacting the structural organization of the spleen.
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Affiliation(s)
- Jonathan L. M. Fontes
- Fundação Oswaldo Cruz, Instituto Gonçalo Moniz, Salvador, Bahia, Brazil
- Departamento de Patologia e Medicina Legal, Faculdade de Medicina, Universidade Federal da Bahia, Salvador, Bahia, Brazil
| | - Ricardo Khouri
- Fundação Oswaldo Cruz, Instituto Gonçalo Moniz, Salvador, Bahia, Brazil
| | | | | | | | - Caroline V. B. de Melo
- Fundação Oswaldo Cruz, Instituto Gonçalo Moniz, Salvador, Bahia, Brazil
- Departamento de Patologia e Medicina Legal, Faculdade de Medicina, Universidade Federal da Bahia, Salvador, Bahia, Brazil
| | | | - Rafael de Deus Moura
- Departamento de Medicina Especializada, Universidade Federal do Piauí, Teresina, Piauí, Brazil
| | - Carla Pagliari
- Faculdade de Medicina, Universidade de São Paulo, São Paulo, São Paulo, Brazil
| | - Marta Santos
- Fundação Oswaldo Cruz, Instituto Gonçalo Moniz, Salvador, Bahia, Brazil
| | - Raimundo José C. Araújo
- Departamento de Medicina Especializada, Universidade Federal do Piauí, Teresina, Piauí, Brazil
| | | | | | - Carlos Henrique N. Costa
- Instituto de Doenças Tropicais Natan Portela, Universidade Federal do Piauí, Teresina, Piauí, Brazil
| | - Washington L. C. dos-Santos
- Fundação Oswaldo Cruz, Instituto Gonçalo Moniz, Salvador, Bahia, Brazil
- Departamento de Patologia e Medicina Legal, Faculdade de Medicina, Universidade Federal da Bahia, Salvador, Bahia, Brazil
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Karampas G, Koulouraki S, Daikos GL, Nanou C, Aravantinos L, Eleftheriades M, Metallinou D, Christopoulos P. Visceral Leishmaniasis in a Twin Pregnancy: A Case Report and Review of the Literature. J Clin Med 2024; 13:2400. [PMID: 38673673 PMCID: PMC11051246 DOI: 10.3390/jcm13082400] [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: 02/18/2024] [Revised: 04/10/2024] [Accepted: 04/18/2024] [Indexed: 04/28/2024] Open
Abstract
Visceral leishmaniasis (VL), often referred to as kala-azar, is quite rare in developed countries during pregnancy. Only few studies have evaluated its impact on perinatal outcome. It is caused primarily by Leishmania donovani or Leishmania infantum and presents with a wide spectrum of clinical manifestations from cutaneous ulcers to multisystem disease. Differential diagnosis is challenging as symptoms and signs are insidious, mimicking other diseases. Misdiagnosis can result in severe adverse perinatal outcomes, even maternal/neonatal death. Early treatment with liposomal amphotericin-B (LAmB) is currently the first choice with adequate effectiveness. We report a rare case of VL in a twin pregnancy with onset at the second trimester, presenting with periodic fever with rigors, right flank pain, and gradual dysregulation of all three cell lines. The positive rK39 enzyme-linked immunosorbent assay test confirmed the diagnosis. Treatment with LAmB resulted in clinical improvement within 48 h and in the delivery of two late-preterm healthy neonates with no symptoms or signs of vertical transmission. The one-year follow-up, of the mother and the neonates, was negative for recurrence. To our knowledge, this is the first reported case of VL in a twin pregnancy, and consequently treatment and perinatal outcome are of great importance.
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Affiliation(s)
- Grigorios Karampas
- Second Department of Obstetrics and Gynaecology, Aretaieio University Hospital, National and Kapodistrian University of Athens, 115 28 Athens, Greece; (G.K.); (S.K.); (L.A.); (M.E.); (P.C.)
| | - Sevasti Koulouraki
- Second Department of Obstetrics and Gynaecology, Aretaieio University Hospital, National and Kapodistrian University of Athens, 115 28 Athens, Greece; (G.K.); (S.K.); (L.A.); (M.E.); (P.C.)
| | - George L. Daikos
- Mitera Hospital, 6, Erythrou Stavrou Str., 151 23 Athens, Greece;
| | - Christina Nanou
- Department of Midwifery, University of West Attica, 122 43 Athens, Greece;
| | - Leon Aravantinos
- Second Department of Obstetrics and Gynaecology, Aretaieio University Hospital, National and Kapodistrian University of Athens, 115 28 Athens, Greece; (G.K.); (S.K.); (L.A.); (M.E.); (P.C.)
| | - Makarios Eleftheriades
- Second Department of Obstetrics and Gynaecology, Aretaieio University Hospital, National and Kapodistrian University of Athens, 115 28 Athens, Greece; (G.K.); (S.K.); (L.A.); (M.E.); (P.C.)
| | - Dimitra Metallinou
- Department of Midwifery, University of West Attica, 122 43 Athens, Greece;
| | - Panagiotis Christopoulos
- Second Department of Obstetrics and Gynaecology, Aretaieio University Hospital, National and Kapodistrian University of Athens, 115 28 Athens, Greece; (G.K.); (S.K.); (L.A.); (M.E.); (P.C.)
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Takele Y, Mulaw T, Adem E, Womersley R, Kaforou M, Franssen SU, Levin M, Taylor GP, Müller I, Cotton JA, Kropf P. Recurrent visceral leishmaniasis relapses in HIV co-infected patients are characterized by less efficient immune responses and higher parasite load. iScience 2023; 26:105867. [PMID: 36685039 PMCID: PMC9845767 DOI: 10.1016/j.isci.2022.105867] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 10/13/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
Visceral leishmaniasis (VL) and HIV co-infection (VL/HIV) has emerged as a significant public health problem in Ethiopia, with up to 30% of patients with VL co-infected with HIV. These patients suffer from recurrent VL relapses and increased mortality. Those with a previous history of VL relapses (recurrent VL/HIV) experience increased VL relapses as compared to patients with HIV presenting with their first episode of VL (primary VL/HIV). Our aim was to identify drivers that account for the higher rate of VL relapses in patients with recurrent VL/HIV (n = 28) as compared to primary VL/HIV (n = 21). Our results show that the relapse-free survival in patients with recurrent VL/HIV was shorter, that they had higher parasite load, lower weight gain, and lower recovery of all blood cell lineages. Their poorer prognosis was characterized by lower production of IFN-gamma, lower CD4+ T cell counts, and higher expression of programmed cell death protein 1 (PD1) on T cells.
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Affiliation(s)
- Yegnasew Takele
- Department of Infectious Disease, Imperial College London, London, UK
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Tadele Mulaw
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Emebet Adem
- Leishmaniasis Research and Treatment Centre, University of Gondar, Gondar, Ethiopia
| | - Rebecca Womersley
- Department of Infectious Disease, Imperial College London, London, UK
| | - Myrsini Kaforou
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Michael Levin
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Ingrid Müller
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Pascale Kropf
- Department of Infectious Disease, Imperial College London, London, UK
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Lacey C, Musa A, Khalil ET, Younis B, Osman M, Wiggins R, Keding A, Kaye P. LEISH2b - A phase 2b study to assess the safety, efficacy, and immunogenicity of the Leishmania vaccine ChAd63-KH in post-kala azar dermal leishmaniasis. Wellcome Open Res 2022; 7:200. [PMID: 37252616 PMCID: PMC10213822 DOI: 10.12688/wellcomeopenres.17951.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/26/2022] [Indexed: 01/16/2024] Open
Abstract
Background: The leishmaniases are neglected tropical diseases caused by various Leishmania parasite species transmitted by sand flies. They comprise a number of systemic and cutaneous syndromes including kala-azar (visceral leishmaniasis, VL), cutaneous leishmaniasis (CL), and post-kala-azar dermal leishmaniasis (PKDL). The leishmaniases cause significant mortality (estimated 20 - 50,000 deaths annually), morbidity, psychological sequelae, and healthcare and societal costs. Treatment modalities remain difficult. E.g., East African PKDL requires 20 days of intravenous therapy, and frequently relapsing VL is seen in the setting of HIV and immunodeficiency. We developed a new therapeutic vaccine, ChAd63-KH for VL / CL / PKDL and showed it to be safe and immunogenic in a phase 1 trial in the UK, and in a phase 2a trial in PKDL patients in Sudan. Methods: This is a randomised double-blind placebo-controlled phase 2b trial to assess the therapeutic efficacy and safety of ChAd63-KH in patients with persistent PKDL in Sudan. 100 participants will be randomly assigned 1:1 to receive placebo or ChAd63-KH (7.5 x10 10vp i.m.) at a single time point. Follow up is for 120 days after dosing and we will compare the clinical evolution of PKDL, as well as the humoral and cellular immune responses between the two arms. Discussion: Successful development of a therapeutic vaccine for leishmaniasis would have wide-ranging direct and indirect healthcare benefits that could be realized rapidly. For PKDL patients, an effective therapeutic vaccination used alone would have very significant clinical value, reducing the need for extensive hospitalization and chemotherapy. Combining vaccine with drug (immuno-chemotherapy) might significantly increase the effective life of new drugs, with lower dose / abbreviated regimens helping to limit the emergence of drug resistance. If therapeutic benefit of ChAd63-KH can be shown in PKDL further evaluation of the vaccine in other forms of leishmaniasis should be considered. Clinicaltrials.gov registration: NCT03969134.
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Affiliation(s)
- Charles Lacey
- York Biomedical Research Institute, University of York, UK, York, UK
| | - Ahmed Musa
- Institute of Endemic Diseases, University of Khartoum, Khartoum, Sudan
| | - El Tahir Khalil
- Institute of Endemic Diseases, University of Khartoum, Khartoum, Sudan
| | - Brima Younis
- Institute of Endemic Diseases, University of Khartoum, Khartoum, Sudan
| | - Mohamed Osman
- York Biomedical Research Institute, University of York, UK, York, UK
| | - Rebecca Wiggins
- York Biomedical Research Institute, University of York, UK, York, UK
| | - Ada Keding
- York Trials Unit, University of York, UK, York, UK
| | - Paul Kaye
- York Biomedical Research Institute, University of York, UK, York, UK
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Dirkx L, Hendrickx S, Merlot M, Bulté D, Starick M, Elst J, Bafica A, Ebo DG, Maes L, Van Weyenbergh J, Caljon G. Long-term hematopoietic stem cells as a parasite niche during treatment failure in visceral leishmaniasis. Commun Biol 2022; 5:626. [PMID: 35752645 PMCID: PMC9233693 DOI: 10.1038/s42003-022-03591-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 06/14/2022] [Indexed: 01/20/2023] Open
Abstract
Given the discontinuation of various first-line drugs for visceral leishmaniasis (VL), large-scale in vivo drug screening, establishment of a relapse model in rodents, immunophenotyping, and transcriptomics were combined to study persistent infections and therapeutic failure. Double bioluminescent/fluorescent Leishmania infantum and L. donovani reporter lines enabled the identification of long-term hematopoietic stem cells (LT-HSC) as a niche in the bone marrow with remarkably high parasite burdens, a feature confirmed for human hematopoietic stem cells (hHSPC). LT-HSC are more tolerant to antileishmanial drug action and serve as source of relapse. A unique transcriptional ’StemLeish’ signature in these cells was defined by upregulated TNF/NF-κB and RGS1/TGF-β/SMAD/SKIL signaling, and a downregulated oxidative burst. Cross-species analyses demonstrated significant overlap with human VL and HIV co-infected blood transcriptomes. In summary, the identification of LT-HSC as a drug- and oxidative stress-resistant niche, undergoing a conserved transcriptional reprogramming underlying Leishmania persistence and treatment failure, may open therapeutic avenues for leishmaniasis. Long-term hematopoietic stem cells may act as protective niches for the Leishmania parasite, potentially contributing to treatment failure in cases of visceral leishmaniasis.
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Affiliation(s)
- Laura Dirkx
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium
| | - Sarah Hendrickx
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium
| | - Margot Merlot
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium
| | - Dimitri Bulté
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium
| | - Marick Starick
- Clinical and Epidemiological Virology, Department of Microbiology, Immunology, and Transplantation, Rega Institute of Medical Research, KU Leuven, Leuven, Belgium.,Laboratory of Immunobiology, Department of Microbiology, Immunology and Parasitology Federal University of Santa Catarina, Florianopolis, Brazil
| | - Jessy Elst
- Department of Immunology-Allergology-Rheumatology, Faculty of Medicine and Health Science and the Infla-Med Centre of Excellence, University of Antwerp, Antwerp University Hospital, Antwerp, Belgium
| | - André Bafica
- Laboratory of Immunobiology, Department of Microbiology, Immunology and Parasitology Federal University of Santa Catarina, Florianopolis, Brazil
| | - Didier G Ebo
- Department of Immunology-Allergology-Rheumatology, Faculty of Medicine and Health Science and the Infla-Med Centre of Excellence, University of Antwerp, Antwerp University Hospital, Antwerp, Belgium
| | - Louis Maes
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium
| | - Johan Van Weyenbergh
- Clinical and Epidemiological Virology, Department of Microbiology, Immunology, and Transplantation, Rega Institute of Medical Research, KU Leuven, Leuven, Belgium
| | - Guy Caljon
- Laboratory of Microbiology, Parasitology, and Hygiene (LMPH), Infla-Med Centre of Excellence, University of Antwerp, Antwerp, Belgium.
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Wijnant GJ, Dumetz F, Dirkx L, Bulté D, Cuypers B, Van Bocxlaer K, Hendrickx S. Tackling Drug Resistance and Other Causes of Treatment Failure in Leishmaniasis. FRONTIERS IN TROPICAL DISEASES 2022. [DOI: 10.3389/fitd.2022.837460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Leishmaniasis is a tropical infectious disease caused by the protozoan Leishmania parasite. The disease is transmitted by female sand flies and, depending on the infecting parasite species, causes either cutaneous (stigmatizing skin lesions), mucocutaneous (destruction of mucous membranes of nose, mouth and throat) or visceral disease (a potentially fatal infection of liver, spleen and bone marrow). Although more than 1 million new cases occur annually, chemotherapeutic options are limited and their efficacy is jeopardized by increasing treatment failure rates and growing drug resistance. To delay the emergence of resistance to existing and new drugs, elucidating the currently unknown causes of variable drug efficacy (related to parasite susceptibility, host immunity and drug pharmacokinetics) and improved use of genotypic and phenotypic tools to define, measure and monitor resistance in the field are critical. This review highlights recent progress in our understanding of drug action and resistance in Leishmania, ongoing challenges (including setbacks related to the COVID-19 pandemic) and provides an overview of possible strategies to tackle this public health challenge.
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Hu RS, Hesham AEL, Zou Q. Machine Learning and Its Applications for Protozoal Pathogens and Protozoal Infectious Diseases. Front Cell Infect Microbiol 2022; 12:882995. [PMID: 35573796 PMCID: PMC9097758 DOI: 10.3389/fcimb.2022.882995] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 03/28/2022] [Indexed: 12/24/2022] Open
Abstract
In recent years, massive attention has been attracted to the development and application of machine learning (ML) in the field of infectious diseases, not only serving as a catalyst for academic studies but also as a key means of detecting pathogenic microorganisms, implementing public health surveillance, exploring host-pathogen interactions, discovering drug and vaccine candidates, and so forth. These applications also include the management of infectious diseases caused by protozoal pathogens, such as Plasmodium, Trypanosoma, Toxoplasma, Cryptosporidium, and Giardia, a class of fatal or life-threatening causative agents capable of infecting humans and a wide range of animals. With the reduction of computational cost, availability of effective ML algorithms, popularization of ML tools, and accumulation of high-throughput data, it is possible to implement the integration of ML applications into increasing scientific research related to protozoal infection. Here, we will present a brief overview of important concepts in ML serving as background knowledge, with a focus on basic workflows, popular algorithms (e.g., support vector machine, random forest, and neural networks), feature extraction and selection, and model evaluation metrics. We will then review current ML applications and major advances concerning protozoal pathogens and protozoal infectious diseases through combination with correlative biology expertise and provide forward-looking insights for perspectives and opportunities in future advances in ML techniques in this field.
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Affiliation(s)
- Rui-Si Hu
- Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu, China
- Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China
| | - Abd El-Latif Hesham
- Genetics Department, Faculty of Agriculture, Beni-Suef University, Beni-Suef, Egypt
| | - Quan Zou
- Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu, China
- Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, China
- *Correspondence: Quan Zou,
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10
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Maruyama SR, Fuzo CA, Oliveira AER, Rogerio LA, Takamiya NT, Pessenda G, de Melo EV, da Silva AM, Jesus AR, Carregaro V, Nakaya HI, Almeida RP, da Silva JS. Insight Into the Long Noncoding RNA and mRNA Coexpression Profile in the Human Blood Transcriptome Upon Leishmania infantum Infection. Front Immunol 2022; 13:784463. [PMID: 35370994 PMCID: PMC8965071 DOI: 10.3389/fimmu.2022.784463] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 02/11/2022] [Indexed: 12/13/2022] Open
Abstract
Visceral leishmaniasis (VL) is a vector-borne infectious disease that can be potentially fatal if left untreated. In Brazil, it is caused by Leishmania infantum parasites. Blood transcriptomics allows us to assess the molecular mechanisms involved in the immunopathological processes of several clinical conditions, namely, parasitic diseases. Here, we performed mRNA sequencing of peripheral blood from patients with visceral leishmaniasis during the active phase of the disease and six months after successful treatment, when the patients were considered clinically cured. To strengthen the study, the RNA-seq data analysis included two other non-diseased groups composed of healthy uninfected volunteers and asymptomatic individuals. We identified thousands of differentially expressed genes between VL patients and non-diseased groups. Overall, pathway analysis corroborated the importance of signaling involving interferons, chemokines, Toll-like receptors and the neutrophil response. Cellular deconvolution of gene expression profiles was able to discriminate cellular subtypes, highlighting the contribution of plasma cells and NK cells in the course of the disease. Beyond the biological processes involved in the immunopathology of VL revealed by the expression of protein coding genes (PCGs), we observed a significant participation of long noncoding RNAs (lncRNAs) in our blood transcriptome dataset. Genome-wide analysis of lncRNAs expression in VL has never been performed. lncRNAs have been considered key regulators of disease progression, mainly in cancers; however, their pattern regulation may also help to understand the complexity and heterogeneity of host immune responses elicited by L. infantum infections in humans. Among our findings, we identified lncRNAs such as IL21-AS1, MIR4435-2HG and LINC01501 and coexpressed lncRNA/mRNA pairs such as CA3-AS1/CA1, GASAL1/IFNG and LINC01127/IL1R1-IL1R2. Thus, for the first time, we present an integrated analysis of PCGs and lncRNAs by exploring the lncRNA–mRNA coexpression profile of VL to provide insights into the regulatory gene network involved in the development of this inflammatory and infectious disease.
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Affiliation(s)
- Sandra Regina Maruyama
- Department of Genetics and Evolution, Center for Biological Sciences and Health, Federal University of São Carlos, São Carlos, Brazil
| | - Carlos Alessandro Fuzo
- Department of Clinical Analyses, Toxicology and Food Sciences, Ribeirão Preto School of Pharmaceutics Sciences, University of São Paulo, Ribeirão Preto, Brazil
| | - Antonio Edson R Oliveira
- Department of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, Brazil
| | - Luana Aparecida Rogerio
- Department of Genetics and Evolution, Center for Biological Sciences and Health, Federal University of São Carlos, São Carlos, Brazil
| | - Nayore Tamie Takamiya
- Department of Genetics and Evolution, Center for Biological Sciences and Health, Federal University of São Carlos, São Carlos, Brazil
| | - Gabriela Pessenda
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Enaldo Vieira de Melo
- Department of Medicine, University Hospital-Empresa Brasileira de Serviços Hospitalares (EBSERH), Federal University of Sergipe, Aracaju, Brazil
| | - Angela Maria da Silva
- Department of Medicine, University Hospital-Empresa Brasileira de Serviços Hospitalares (EBSERH), Federal University of Sergipe, Aracaju, Brazil
| | - Amélia Ribeiro Jesus
- Department of Medicine, University Hospital-Empresa Brasileira de Serviços Hospitalares (EBSERH), Federal University of Sergipe, Aracaju, Brazil
| | - Vanessa Carregaro
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | | | - Roque Pacheco Almeida
- Department of Medicine, University Hospital-Empresa Brasileira de Serviços Hospitalares (EBSERH), Federal University of Sergipe, Aracaju, Brazil
| | - João Santana da Silva
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.,Fiocruz-Bi-Institutional Translational Medicine Platform, Ribeirão Preto, Brazil
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11
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Zijlstra EE. Precision Medicine in Control of Visceral Leishmaniasis Caused by L. donovani. Front Cell Infect Microbiol 2021; 11:707619. [PMID: 34858865 PMCID: PMC8630745 DOI: 10.3389/fcimb.2021.707619] [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: 05/10/2021] [Accepted: 09/28/2021] [Indexed: 11/30/2022] Open
Abstract
Precision medicine and precision global health in visceral leishmaniasis (VL) have not yet been described and could take into account how all known determinants improve diagnostics and treatment for the individual patient. Precision public health would lead to the right intervention in each VL endemic population for control, based on relevant population-based data, vector exposures, reservoirs, socio-economic factors and other determinants. In anthroponotic VL caused by L. donovani, precision may currently be targeted to the regional level in nosogeographic entities that are defined by the interplay of the circulating parasite, the reservoir and the sand fly vector. From this 5 major priorities arise: diagnosis, treatment, PKDL, asymptomatic infection and transmission. These 5 priorities share the immune responses of infection with L. donovani as an important final common pathway, for which innovative new genomic and non-genomic tools in various disciplines have become available that provide new insights in clinical management and in control. From this, further precision may be defined for groups (e.g. children, women, pregnancy, HIV-VL co-infection), and eventually targeted to the individual level.
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Affiliation(s)
- Eduard E Zijlstra
- Clinical Sciences, Rotterdam Centre for Tropical Medicine, Rotterdam, Netherlands
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12
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Kaye PM, Mohan S, Mantel C, Malhame M, Revill P, Le Rutte E, Parkash V, Layton AM, Lacey CJ, Malvolti S. Overcoming roadblocks in the development of vaccines for leishmaniasis. Expert Rev Vaccines 2021; 20:1419-1430. [PMID: 34727814 PMCID: PMC9844205 DOI: 10.1080/14760584.2021.1990043] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Accepted: 10/04/2021] [Indexed: 01/21/2023]
Abstract
INTRODUCTION The leishmaniases represent a group of parasitic diseases caused by infection with one of several species of Leishmania parasites. Disease presentation varies because of differences in parasite and host genetics and may be influenced by additional factors such as host nutritional status or co-infection. Studies in experimental models of Leishmania infection, vaccination of companion animals and human epidemiological data suggest that many forms of leishmaniasis could be prevented by vaccination, but no vaccines are currently available for human use. AREAS COVERED We describe some of the existing roadblocks to the development and implementation of an effective leishmaniasis vaccine, based on a review of recent literature found on PubMed, BioRxiv and MedRxiv. In addition to discussing scientific unknowns that hinder vaccine candidate identification and selection, we explore gaps in knowledge regarding the commercial and public health value propositions underpinning vaccine development and provide a route map for future research and advocacy. EXPERT OPINION Despite significant progress, leishmaniasis vaccine development remains hindered by significant gaps in understanding that span the vaccine development pipeline. Increased coordination and adoption of a more holistic view to vaccine development will be required to ensure more rapid progress in the years ahead.
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Affiliation(s)
- Paul M. Kaye
- York Biomedical Research Institute, Hull York Medical School, University of York, Heslington, York, UK
| | - Sakshi Mohan
- Centre for Health Economics, University of York, Heslington, York, UK
| | | | | | - Paul Revill
- Centre for Health Economics, University of York, Heslington, York, UK
| | - Epke Le Rutte
- Department of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Basel, Switzerland
- Department of Public Health, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Vivak Parkash
- York Biomedical Research Institute, Hull York Medical School, University of York, Heslington, York, UK
| | - Alison M. Layton
- York Biomedical Research Institute, Hull York Medical School, University of York, Heslington, York, UK
| | - Charles J.N. Lacey
- York Biomedical Research Institute, Hull York Medical School, University of York, Heslington, York, UK
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13
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Salloum T, Tokajian S, Hirt RP. Advances in Understanding Leishmania Pathobiology: What Does RNA-Seq Tell Us? Front Cell Dev Biol 2021; 9:702240. [PMID: 34540827 PMCID: PMC8440825 DOI: 10.3389/fcell.2021.702240] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 07/30/2021] [Indexed: 11/23/2022] Open
Abstract
Leishmaniasis is a vector-borne disease caused by a protozoa parasite from over 20 Leishmania species. The clinical manifestations and the outcome of the disease vary greatly. Global RNA sequencing (RNA-Seq) analyses emerged as a powerful technique to profile the changes in the transcriptome that occur in the Leishmania parasites and their infected host cells as the parasites progresses through their life cycle. Following the bite of a sandfly vector, Leishmania are transmitted to a mammalian host where neutrophils and macrophages are key cells mediating the interactions with the parasites and result in either the elimination the infection or contributing to its proliferation. This review focuses on RNA-Seq based transcriptomics analyses and summarizes the main findings derived from this technology. In doing so, we will highlight caveats in our understanding of the parasite's pathobiology and suggest novel directions for research, including integrating more recent data highlighting the role of the bacterial members of the sandfly gut microbiota and the mammalian host skin microbiota in their potential role in influencing the quantitative and qualitative aspects of leishmaniasis pathology.
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Affiliation(s)
- Tamara Salloum
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Byblos, Lebanon
| | - Sima Tokajian
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Byblos, Lebanon
| | - Robert P. Hirt
- Faculty of Medical Sciences, Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
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14
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Kip AE, Blesson S, Alves F, Wasunna M, Kimutai R, Menza P, Mengesha B, Beijnen JH, Hailu A, Diro E, Dorlo TPC. Low antileishmanial drug exposure in HIV-positive visceral leishmaniasis patients on antiretrovirals: an Ethiopian cohort study. J Antimicrob Chemother 2021; 76:1258-1268. [PMID: 33677546 PMCID: PMC8050768 DOI: 10.1093/jac/dkab013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 01/05/2021] [Indexed: 01/02/2023] Open
Abstract
Background Despite high HIV co-infection prevalence in Ethiopian visceral leishmaniasis (VL) patients, the adequacy of antileishmanial drug exposure in this population and effect of HIV-VL co-morbidity on pharmacokinetics of antileishmanial and antiretroviral (ARV) drugs is still unknown. Methods HIV-VL co-infected patients received the recommended liposomal amphotericin B (LAmB) monotherapy (total dose 40 mg/kg over 24 days) or combination therapy of LAmB (total dose 30 mg/kg over 11 days) plus 28 days 100 mg/day miltefosine, with possibility to extend treatment for another cycle. Miltefosine, total amphotericin B and ARV concentrations were determined in dried blood spots or plasma using LC–MS/MS. Results Median (IQR) amphotericin B Cmax on Day 1 was 24.6 μg/mL (17.0–34.9 μg/mL), which increased to 40.9 (25.4–53.1) and 33.2 (29.0–46.6) μg/mL on the last day of combination and monotherapy, respectively. Day 28 miltefosine concentration was 18.7 (15.4–22.5) μg/mL. Miltefosine exposure correlated with amphotericin B accumulation. ARV concentrations were generally stable during antileishmanial treatment, although efavirenz Cmin was below the 1 μg/mL therapeutic target for many patients. Conclusions This study demonstrates that antileishmanial drug exposure was low in this cohort of HIV co-infected VL patients. Amphotericin B Cmax was 2-fold lower than previously observed in non-VL patients. Miltefosine exposure in HIV-VL co-infected patients was 35% lower compared with adult VL patients in Eastern Africa, only partially explained by a 19% lower dose, possibly warranting a dose adjustment. Adequate drug exposure in these HIV-VL co-infected patients is especially important given the high proportion of relapses.
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Affiliation(s)
- Anke E Kip
- Department of Pharmacy & Pharmacology, Antoni van Leeuwenhoek Hospital/Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Fabiana Alves
- Drugs for Neglected Diseases Initiative, Geneva, Switzerland
| | | | | | - Peninah Menza
- Drugs for Neglected Diseases initiative, Nairobi, Kenya
| | - Bewketu Mengesha
- Leishmaniasis Research and Treatment Center, University of Gondar, Gondar, Ethiopia
| | - Jos H Beijnen
- Department of Pharmacy & Pharmacology, Antoni van Leeuwenhoek Hospital/Netherlands Cancer Institute, Amsterdam, The Netherlands.,Faculty of Science, Utrecht University, Utrecht, The Netherlands
| | - Asrat Hailu
- Department of Microbiology, Immunology, and Parasitology, School of Medicine, Addis Ababa University, Addis Ababa, Ethiopia
| | - Ermias Diro
- Department of Internal Medicine, University of Gondar, Gondar, Ethiopia
| | - Thomas P C Dorlo
- Department of Pharmacy & Pharmacology, Antoni van Leeuwenhoek Hospital/Netherlands Cancer Institute, Amsterdam, The Netherlands
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15
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Farias Amorim C, O. Novais F, Nguyen BT, Nascimento MT, Lago J, Lago AS, Carvalho LP, Beiting DP, Scott P. Localized skin inflammation during cutaneous leishmaniasis drives a chronic, systemic IFN-γ signature. PLoS Negl Trop Dis 2021; 15:e0009321. [PMID: 33793565 PMCID: PMC8043375 DOI: 10.1371/journal.pntd.0009321] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 04/13/2021] [Accepted: 03/23/2021] [Indexed: 02/07/2023] Open
Abstract
Cutaneous leishmaniasis is a localized infection controlled by CD4+ T cells that produce IFN-γ within lesions. Phagocytic cells recruited to lesions, such as monocytes, are then exposed to IFN-γ which triggers their ability to kill the intracellular parasites. Consistent with this, transcriptional analysis of patient lesions identified an interferon stimulated gene (ISG) signature. To determine whether localized L. braziliensis infection triggers a systemic immune response that may influence the disease, we performed RNA sequencing (RNA-seq) on the blood of L. braziliensis-infected patients and healthy controls. Functional enrichment analysis identified an ISG signature as the dominant transcriptional response in the blood of patients. This ISG signature was associated with an increase in monocyte- and macrophage-specific marker genes in the blood and elevated serum levels IFN-γ. A cytotoxicity signature, which is a dominant feature in the lesions, was also observed in the blood and correlated with an increased abundance of cytolytic cells. Thus, two transcriptional signatures present in lesions were found systemically, although with a substantially reduced number of differentially expressed genes (DEGs). Finally, we found that the number of DEGs and ISGs in leishmaniasis was similar to tuberculosis-another localized infection-but significantly less than observed in malaria. In contrast, the cytolytic signature and increased cytolytic cell abundance was not found in tuberculosis or malaria. Our results indicate that systemic signatures can reflect what is occurring in leishmanial lesions. Furthermore, the presence of an ISG signature in blood monocytes and macrophages suggests a mechanism to limit systemic spread of the parasite, as well as enhance parasite control by pre-activating cells prior to lesion entry.
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Affiliation(s)
- Camila Farias Amorim
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, United States of America
| | - Fernanda O. Novais
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, United States of America
| | - Ba T. Nguyen
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, United States of America
| | - Mauricio T. Nascimento
- Serviço de Imunologia, Complexo Hospitalar Universitário Professor Edgard Santos, Universidade Federal da Bahia, Salvador, Brazil
- Laboratório de Pesquisas Clínicas do Instituto de Pesquisas Gonçalo Moniz–Fiocruz, Salvador, Brazil
| | - Jamile Lago
- Serviço de Imunologia, Complexo Hospitalar Universitário Professor Edgard Santos, Universidade Federal da Bahia, Salvador, Brazil
- Laboratório de Pesquisas Clínicas do Instituto de Pesquisas Gonçalo Moniz–Fiocruz, Salvador, Brazil
| | - Alexsandro S. Lago
- Serviço de Imunologia, Complexo Hospitalar Universitário Professor Edgard Santos, Universidade Federal da Bahia, Salvador, Brazil
- Laboratório de Pesquisas Clínicas do Instituto de Pesquisas Gonçalo Moniz–Fiocruz, Salvador, Brazil
| | - Lucas P. Carvalho
- Serviço de Imunologia, Complexo Hospitalar Universitário Professor Edgard Santos, Universidade Federal da Bahia, Salvador, Brazil
- Laboratório de Pesquisas Clínicas do Instituto de Pesquisas Gonçalo Moniz–Fiocruz, Salvador, Brazil
| | - Daniel P. Beiting
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, United States of America
| | - Phillip Scott
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, United States of America
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