A unique volatile signature distinguishes malaria infection from other conditions that cause similar symptoms

被引:10
作者
Pulido, Hannier [1 ]
Stanczyk, Nina M. [1 ]
De Moraes, Consuelo M. [1 ]
Mescher, Mark C. [1 ]
机构
[1] Swiss Fed Inst Technol, Dept Environm Syst Sci, CH-8092 Zurich, Switzerland
关键词
ORGANIC-COMPOUNDS; EXHALED BREATH; BIOMARKERS; CANCER; LUNG; MANIPULATION; DIAGNOSIS; HEAD;
D O I
10.1038/s41598-021-92962-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recent findings suggest that changes in human odors caused by malaria infection have significant potential as diagnostic biomarkers. However, uncertainty remains regarding the specificity of such biomarkers, particularly in populations where many different pathological conditions may elicit similar symptoms. We explored the ability of volatile biomarkers to predict malaria infection status in Kenyan schoolchildren exhibiting a range of malaria-like symptoms. Using genetic algorithm models to explore data from skin volatile collections, we were able to identify malaria infection with 100% accuracy among children with fever and 75% accuracy among children with other symptoms. While we observed characteristic changes in volatile patterns driven by symptomatology, our models also identified malaria-specific biomarkers with robust predictive capability even in the presence of other pathogens that elicit similar symptoms.
引用
收藏
页数:9
相关论文
共 47 条
  • [1] Exhaled volatile organic compounds identify patients with colorectal cancer
    Altomare, D. F.
    Di Lena, M.
    Porcelli, F.
    Trizio, L.
    Travaglio, E.
    Tutino, M.
    Dragonieri, S.
    Memeo, V.
    de Gennaro, G.
    [J]. BRITISH JOURNAL OF SURGERY, 2013, 100 (01) : 144 - 151
  • [2] Diurnal variation in expired breath volatiles in malaria-infected and healthy volunteers
    Berna, Amalia Z.
    McCarthy, James S.
    Wang, X. Rosalind
    Michie, Michelle
    Bravo, Florence G.
    Cassells, Julie
    Trowell, Stephen C.
    [J]. JOURNAL OF BREATH RESEARCH, 2018, 12 (04)
  • [3] Analysis of Breath Specimens for Biomarkers of Plasmodium falciparum Infection
    Berna, Amalia Z.
    McCarthy, James S.
    Wang, Rosalind X.
    Saliba, Kevin J.
    Bravo, Florence G.
    Cassells, Julie
    Padovan, Benjamin
    Trowell, Stephen C.
    [J]. JOURNAL OF INFECTIOUS DISEASES, 2015, 212 (07) : 1120 - 1128
  • [4] The scent of human diseases: a review on specific volatile organic compounds as diagnostic biomarkers
    Buljubasic, Fanis
    Buchbauer, Gerhard
    [J]. FLAVOUR AND FRAGRANCE JOURNAL, 2015, 30 (01) : 5 - 25
  • [5] Gametocytemia and Attractiveness of Plasmodium falciparum-Infected Kenyan Children to Anopheles gambiae Mosquitoes
    Busula, Annette O.
    Bousema, Teun
    Mweresa, Collins K.
    Masiga, Daniel
    Logan, James G.
    Sauerwein, Robert W.
    Verhulst, Niels O.
    Takken, Willem
    de Boer, Jetske G.
    [J]. JOURNAL OF INFECTIOUS DISEASES, 2017, 216 (03) : 291 - 295
  • [6] Simultaneous Proton Transfer Reaction-Mass Spectrometry and electronic nose study of the volatile compounds released by Plasmodium falciparum infected red blood cells in vitro
    Capuano, Rosamaria
    Khomenko, Iuliia
    Grasso, Felicia
    Messina, Valeria
    Olivieri, Anna
    Cappellin, Luca
    Paolesse, Roberto
    Catini, Alexandro
    Ponzi, Marta
    Biasioli, Franco
    Di Natale, Corrado
    [J]. SCIENTIFIC REPORTS, 2019, 9 (1)
  • [7] Caret, 2014, CLASSIFICATION REGRE
  • [8] Alterations in mosquito behaviour by malaria parasites: potential impact on force of infection
    Cator, Lauren J.
    Lynch, Penelope A.
    Thomas, Matthew B.
    Read, Andrew F.
    [J]. MALARIA JOURNAL, 2014, 13
  • [9] Do malaria parasites manipulate mosquitoes?
    Cator, Lauren J.
    Lynch, Penelope A.
    Read, Andrew F.
    Thomas, Matthew B.
    [J]. TRENDS IN PARASITOLOGY, 2012, 28 (11) : 466 - 470
  • [10] Volatile organic compounds associated with Plasmodium falciparum infection in vitro
    Correa, Ricardo
    Coronado, Lorena M.
    Garrido, Anette C.
    Durant-Archibold, Armando A.
    Spadafora, Carmenza
    [J]. PARASITES & VECTORS, 2017, 10