On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.

BACKGROUND: Microscopy, being relatively easy to perform at low cost, is the universal diagnostic method for detection of most globally important parasitic infections. As quality control is hard to maintain, misdiagnosis is common, which affects both estimates of parasite burdens and patient care. N...

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Published in:PLoS Neglected Tropical Diseases
Main Authors: Ewert Linder, Anne Grote, Sami Varjo, Nina Linder, Marianne Lebbad, Mikael Lundin, Vinod Diwan, Jari Hannuksela, Johan Lundin
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2013
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0002547
https://doaj.org/article/b37648a2cfca4e818267a12664ef6654
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spelling ftdoajarticles:oai:doaj.org/article:b37648a2cfca4e818267a12664ef6654 2023-05-15T15:12:02+02:00 On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision. Ewert Linder Anne Grote Sami Varjo Nina Linder Marianne Lebbad Mikael Lundin Vinod Diwan Jari Hannuksela Johan Lundin 2013-01-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0002547 https://doaj.org/article/b37648a2cfca4e818267a12664ef6654 EN eng Public Library of Science (PLoS) http://europepmc.org/articles/PMC3855048?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0002547 https://doaj.org/article/b37648a2cfca4e818267a12664ef6654 PLoS Neglected Tropical Diseases, Vol 7, Iss 12, p e2547 (2013) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2013 ftdoajarticles https://doi.org/10.1371/journal.pntd.0002547 2022-12-31T16:24:20Z BACKGROUND: Microscopy, being relatively easy to perform at low cost, is the universal diagnostic method for detection of most globally important parasitic infections. As quality control is hard to maintain, misdiagnosis is common, which affects both estimates of parasite burdens and patient care. Novel techniques for high-resolution imaging and image transfer over data networks may offer solutions to these problems through provision of education, quality assurance and diagnostics. Imaging can be done directly on image sensor chips, a technique possible to exploit commercially for the development of inexpensive "mini-microscopes". Images can be transferred for analysis both visually and by computer vision both at point-of-care and at remote locations. METHODS/PRINCIPAL FINDINGS: Here we describe imaging of helminth eggs using mini-microscopes constructed from webcams and mobile phone cameras. The results show that an inexpensive webcam, stripped off its optics to allow direct application of the test sample on the exposed surface of the sensor, yields images of Schistosoma haematobium eggs, which can be identified visually. Using a highly specific image pattern recognition algorithm, 4 out of 5 eggs observed visually could be identified. CONCLUSIONS/SIGNIFICANCE: As proof of concept we show that an inexpensive imaging device, such as a webcam, may be easily modified into a microscope, for the detection of helminth eggs based on on-chip imaging. Furthermore, algorithms for helminth egg detection by machine vision can be generated for automated diagnostics. The results can be exploited for constructing simple imaging devices for low-cost diagnostics of urogenital schistosomiasis and other neglected tropical infectious diseases. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLoS Neglected Tropical Diseases 7 12 e2547
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
Ewert Linder
Anne Grote
Sami Varjo
Nina Linder
Marianne Lebbad
Mikael Lundin
Vinod Diwan
Jari Hannuksela
Johan Lundin
On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description BACKGROUND: Microscopy, being relatively easy to perform at low cost, is the universal diagnostic method for detection of most globally important parasitic infections. As quality control is hard to maintain, misdiagnosis is common, which affects both estimates of parasite burdens and patient care. Novel techniques for high-resolution imaging and image transfer over data networks may offer solutions to these problems through provision of education, quality assurance and diagnostics. Imaging can be done directly on image sensor chips, a technique possible to exploit commercially for the development of inexpensive "mini-microscopes". Images can be transferred for analysis both visually and by computer vision both at point-of-care and at remote locations. METHODS/PRINCIPAL FINDINGS: Here we describe imaging of helminth eggs using mini-microscopes constructed from webcams and mobile phone cameras. The results show that an inexpensive webcam, stripped off its optics to allow direct application of the test sample on the exposed surface of the sensor, yields images of Schistosoma haematobium eggs, which can be identified visually. Using a highly specific image pattern recognition algorithm, 4 out of 5 eggs observed visually could be identified. CONCLUSIONS/SIGNIFICANCE: As proof of concept we show that an inexpensive imaging device, such as a webcam, may be easily modified into a microscope, for the detection of helminth eggs based on on-chip imaging. Furthermore, algorithms for helminth egg detection by machine vision can be generated for automated diagnostics. The results can be exploited for constructing simple imaging devices for low-cost diagnostics of urogenital schistosomiasis and other neglected tropical infectious diseases.
format Article in Journal/Newspaper
author Ewert Linder
Anne Grote
Sami Varjo
Nina Linder
Marianne Lebbad
Mikael Lundin
Vinod Diwan
Jari Hannuksela
Johan Lundin
author_facet Ewert Linder
Anne Grote
Sami Varjo
Nina Linder
Marianne Lebbad
Mikael Lundin
Vinod Diwan
Jari Hannuksela
Johan Lundin
author_sort Ewert Linder
title On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
title_short On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
title_full On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
title_fullStr On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
title_full_unstemmed On-chip imaging of Schistosoma haematobium eggs in urine for diagnosis by computer vision.
title_sort on-chip imaging of schistosoma haematobium eggs in urine for diagnosis by computer vision.
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doi.org/10.1371/journal.pntd.0002547
https://doaj.org/article/b37648a2cfca4e818267a12664ef6654
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 7, Iss 12, p e2547 (2013)
op_relation http://europepmc.org/articles/PMC3855048?pdf=render
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0002547
https://doaj.org/article/b37648a2cfca4e818267a12664ef6654
op_doi https://doi.org/10.1371/journal.pntd.0002547
container_title PLoS Neglected Tropical Diseases
container_volume 7
container_issue 12
container_start_page e2547
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