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Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV
BACKGROUND: Visceral leishmaniasis (VL) treatment in HIV patients very often fails and is followed by high relapse and case-fatality rates. Hence, treatment efficacy assessment is imperative but based on invasive organ aspiration for parasite detection. In the search of a less-invasive alternative a...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7195535/ https://www.ncbi.nlm.nih.gov/pubmed/32361248 http://dx.doi.org/10.1016/j.ebiom.2020.102748 |
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author | Adriaensen, Wim Cuypers, Bart Cordero, Carlota F. Mengasha, Bewketu Blesson, Séverine Cnops, Lieselotte Kaye, Paul M. Alves, Fabiana Diro, Ermias van Griensven, Johan |
author_facet | Adriaensen, Wim Cuypers, Bart Cordero, Carlota F. Mengasha, Bewketu Blesson, Séverine Cnops, Lieselotte Kaye, Paul M. Alves, Fabiana Diro, Ermias van Griensven, Johan |
author_sort | Adriaensen, Wim |
collection | PubMed |
description | BACKGROUND: Visceral leishmaniasis (VL) treatment in HIV patients very often fails and is followed by high relapse and case-fatality rates. Hence, treatment efficacy assessment is imperative but based on invasive organ aspiration for parasite detection. In the search of a less-invasive alternative and because the host immune response is pivotal for treatment outcome in immunocompromised VL patients, we studied changes in the whole blood transcriptional profile of VL-HIV patients during treatment. METHODS: Embedded in a clinical trial in Northwest Ethiopia, RNA-Seq was performed on whole blood samples of 28 VL-HIV patients before and after completion of a 29-day treatment regimen of AmBisome or AmBisome/miltefosine. Pathway analyses were combined with a machine learning approach to establish a clinically-useful 4-gene set. FINDINGS: Distinct signatures of differentially expressed genes between D0 and D29 were identified for patients who failed treatment and were successfully treated. Pathway analyses in the latter highlighted a downregulation of genes associated with host cellular activity and immunity, and upregulation of antimicrobial peptide activity in phagolysosomes. No signs of disease remission nor pathway enrichment were observed in treatment failure patients. Next, we identified a 4-gene pre-post signature (PRSS33, IL10, SLFN14, HRH4) that could accurately discriminate treatment outcome at end of treatment (D29), displaying an average area-under-the-ROC-curve of 0.95 (CI: 0.75–1.00). INTERPRETATION: A simple blood-based signature thus holds significant promise to facilitate treatment efficacy monitoring and provide an alternative test-of-cure to guide patient management in VL-HIV patients. FUNDING: Project funding was provided by the AfricoLeish project, supported by the European Union Seventh Framework Programme (EU FP7). |
format | Online Article Text |
id | pubmed-7195535 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-71955352020-05-05 Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV Adriaensen, Wim Cuypers, Bart Cordero, Carlota F. Mengasha, Bewketu Blesson, Séverine Cnops, Lieselotte Kaye, Paul M. Alves, Fabiana Diro, Ermias van Griensven, Johan EBioMedicine Research paper BACKGROUND: Visceral leishmaniasis (VL) treatment in HIV patients very often fails and is followed by high relapse and case-fatality rates. Hence, treatment efficacy assessment is imperative but based on invasive organ aspiration for parasite detection. In the search of a less-invasive alternative and because the host immune response is pivotal for treatment outcome in immunocompromised VL patients, we studied changes in the whole blood transcriptional profile of VL-HIV patients during treatment. METHODS: Embedded in a clinical trial in Northwest Ethiopia, RNA-Seq was performed on whole blood samples of 28 VL-HIV patients before and after completion of a 29-day treatment regimen of AmBisome or AmBisome/miltefosine. Pathway analyses were combined with a machine learning approach to establish a clinically-useful 4-gene set. FINDINGS: Distinct signatures of differentially expressed genes between D0 and D29 were identified for patients who failed treatment and were successfully treated. Pathway analyses in the latter highlighted a downregulation of genes associated with host cellular activity and immunity, and upregulation of antimicrobial peptide activity in phagolysosomes. No signs of disease remission nor pathway enrichment were observed in treatment failure patients. Next, we identified a 4-gene pre-post signature (PRSS33, IL10, SLFN14, HRH4) that could accurately discriminate treatment outcome at end of treatment (D29), displaying an average area-under-the-ROC-curve of 0.95 (CI: 0.75–1.00). INTERPRETATION: A simple blood-based signature thus holds significant promise to facilitate treatment efficacy monitoring and provide an alternative test-of-cure to guide patient management in VL-HIV patients. FUNDING: Project funding was provided by the AfricoLeish project, supported by the European Union Seventh Framework Programme (EU FP7). Elsevier 2020-04-28 /pmc/articles/PMC7195535/ /pubmed/32361248 http://dx.doi.org/10.1016/j.ebiom.2020.102748 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research paper Adriaensen, Wim Cuypers, Bart Cordero, Carlota F. Mengasha, Bewketu Blesson, Séverine Cnops, Lieselotte Kaye, Paul M. Alves, Fabiana Diro, Ermias van Griensven, Johan Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title | Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title_full | Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title_fullStr | Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title_full_unstemmed | Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title_short | Host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with HIV |
title_sort | host transcriptomic signature as alternative test-of-cure in visceral leishmaniasis patients co-infected with hiv |
topic | Research paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7195535/ https://www.ncbi.nlm.nih.gov/pubmed/32361248 http://dx.doi.org/10.1016/j.ebiom.2020.102748 |
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