MALDI-TOF mass spectrometry combined with machine learning algorithms to identify protein profiles related to malaria infection in human sera from Côte d’Ivoire

MALDI-TOF MS combined with ML might be applied for detection of protein profiles related to P. falciparum malaria infection in human serum samples. Additional research is warranted for further optimization such as specific biomarkers detection or using other ML models.

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Publication Details

Journal
Malaria Journal
Published
2025-04-18
DOI
https://doi.org/10.1186/s12936-025-05362-1
Citations
3
Primary Topic
Bacterial Identification and Susceptibility Testing
Type
article
Field-Weighted Citation Impact
3.96

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article

MALDI-TOF mass spectrometry combined with machine learning algorithms to identify protein profiles related to malaria infection in human sera from Côte d’Ivoire

Issa Sy, Famoussa Koné, Lucie Conrad, Kigbafori D. Silué et al.
3 citations
Malaria Journal
Bacterial Identification and Susceptibility Testing
3.96
article

MALDI-TOF mass spectrometry combined with machine learning algorithms to identify protein profiles related to malaria infection in human sera from Côte d’Ivoire

Issa Sy, Famoussa Koné, Lucie Conrad, Kigbafori D. Silué, Jean T. Coulibaly, Sören L. Becker, Brama Koné
article en
3 citations

Abstract

MALDI-TOF MS combined with ML might be applied for detection of protein profiles related to P. falciparum malaria infection in human serum samples. Additional research is warranted for further optimization such as specific biomarkers detection or using other ML models.

Malaria JournalVol. 24(1)
Swiss Tropical and Public Health Institute (CH), University of Basel (CH), Université Pelefero Gon Coulibaly (CI), Swiss Centre for Scientific Research (CI), Institute of Medical Microbiology and Hygiene (DE), Helmholtz Institute for Pharmaceutical Research Saarland (DE), Université Félix Houphouët-Boigny (CI), Saarland University (DE)
Universität des Saarlandes
Openalex Percentile: Top 7%
Bacterial Identification and Susceptibility Testing
3.96
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MALDI-TOF mass spectrometry combined with machine learning algorithms to identify protein profiles related to malaria infection in human sera from Côte d’Ivoire — Issa Sy, Famoussa Koné, et al. · Malaria Journal (2025) | TGRS Research Map | TGRS