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Published in: Malaria Journal 1/2015

Open Access 01-12-2015 | Research

Computer-vision-based technology for fast, accurate and cost effective diagnosis of malaria

Authors: Bina Srivastava, Anupkumar R. Anvikar, Susanta K. Ghosh, Neelima Mishra, Navin Kumar, Arnon Houri-Yafin, Joseph Joel Pollak, Seth J. Salpeter, Neena Valecha

Published in: Malaria Journal | Issue 1/2015

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Abstract

Background

Microscopy has long been considered to be the gold standard for diagnosis of malaria despite the introduction of newer assays. However, it has many challenges like requirement of trained microscopists and logistic issues. A vision based device that can diagnose malaria, provide speciation and estimate parasitaemia was evaluated.

Methods

The device was evaluated using samples from 431 consented patients, 361 of which were initially screened by RDT and microscopy and later analysed by PCR. It was a prospective, non-randomized, blinded trial. Quantification of parasitaemia was performed by two experienced technicians. Samples were subjected to diagnosis by Sight Dx digital imaging scanning.

Results

The sensitivity and specificity of the SightDx P1 device for analysed samples were found to be 97.05 and 96.33 %, respectively, when compared to PCR. When compared to microscopy, sensitivity and specificity were found to be 94.4 and 95.6 %, respectively. The device was able to speciate 73.3 % of the PCR Plasmodium falciparum positive samples and 91.4 % of PCR Plasmodium vivax positive samples.

Conclusion

The ability of the device to detect parasitaemia as compared with microscopy, was within 50 % in 71.3 % of cases and demonstrated a correlation coefficient of 0.89.
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Metadata
Title
Computer-vision-based technology for fast, accurate and cost effective diagnosis of malaria
Authors
Bina Srivastava
Anupkumar R. Anvikar
Susanta K. Ghosh
Neelima Mishra
Navin Kumar
Arnon Houri-Yafin
Joseph Joel Pollak
Seth J. Salpeter
Neena Valecha
Publication date
01-12-2015
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2015
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/s12936-015-1060-1

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