Key considerations, target product profiles, and research gaps in the application of infrared spectroscopy and artificial intelligence for malaria surveillance and …

IH Mshani, DJ Siria, EP Mwanga, BBD Sow, R Sanou… - Malaria Journal, 2023 - Springer
Studies on the applications of infrared (IR) spectroscopy and machine learning (ML) in
public health have increased greatly in recent years. These technologies show enormous …

The application of spectroscopy techniques for diagnosis of malaria parasites and arboviruses and surveillance of mosquito vectors: A systematic review and critical …

B Goh, K Ching, RJ Soares Magalhães… - PLoS neglected …, 2021 - journals.plos.org
Spectroscopy-based techniques are emerging diagnostic and surveillance tools for
mosquito-borne diseases. This review has consolidated and summarised recent research in …

[HTML][HTML] Prediction of mosquito species and population age structure using mid-infrared spectroscopy and supervised machine learning

MG Jiménez, SA Babayan, P Khazaeli… - Wellcome open …, 2019 - ncbi.nlm.nih.gov
Despite the global efforts made in the fight against malaria, the disease is resurging. One of
the main causes is the resistance that Anopheles mosquitoes, vectors of the disease, have …

Detection of malaria parasites in dried human blood spots using mid-infrared spectroscopy and logistic regression analysis

EP Mwanga, EG Minja, E Mrimi, MG Jiménez, JK Swai… - Malaria journal, 2019 - Springer
Background Epidemiological surveys of malaria currently rely on microscopy, polymerase
chain reaction assays (PCR) or rapid diagnostic test kits for Plasmodium infections (RDTs) …

Monitoring the age of mosquito populations using near-infrared spectroscopy

B Lambert, MT Sikulu-Lord, VS Mayagaya, G Devine… - Scientific reports, 2018 - nature.com
Mosquito control with bednets, residual sprays or fumigation remains the most effective tool
for preventing vector-borne diseases such as malaria, dengue and Zika, though there are no …

Identification of Cryptic Anopheles Mosquito Species by Molecular Protein Profiling

P Müller, V Pflüger, M Wittwer, D Ziegler, F Chandre… - PLoS …, 2013 - journals.plos.org
Vector control is the mainstay of malaria control programmes. Successful vector control
profoundly relies on accurate information on the target mosquito populations in order to …

Remote sensing and reflectance profiling in entomology

C Nansen, N Elliott - Annual Review of Entomology, 2016 - annualreviews.org
Remote sensing describes the characterization of the status of objects and/or the
classification of their identity based on a combination of spectral features extracted from …

Mosquito age grading and vector-control programmes

BJ Johnson, LE Hugo, TS Churcher, OTW Ong… - Trends in …, 2020 - cell.com
An ability to characterize the age of mosquito populations could provide cost-effective and
compelling entomological evidence for the potential epidemiological impacts of vector …

Multiband modulation spectroscopy for the determination of sex and species of mosquitoes in flight

A Gebru, S Jansson, R Ignell, C Kirkeby… - Journal of …, 2018 - Wiley Online Library
We present a dual‐wavelength polarimetric measurement method to distinguish species
and sexes of disease transmitting mosquitoes in flight. By measuring co‐and de‐polarized …

Seeing red: A review of the use of near-infrared spectroscopy (NIRS) in entomology

JB Johnson, M Naiker - Applied spectroscopy reviews, 2020 - Taylor & Francis
Near-infrared spectroscopy (NIRS) is a rapid, noninvasive and cheap method of profiling the
chemical composition of a broad range of sample types. Over the past two decades, it has …