Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.

Anemia remains an important global health problem. Inexpensive, accurate, and noninvasive solutions are needed to monitor and evaluate anemia in resource-limited settings. We evaluated the performance of multiple point-of-care hemoglobin devices, including a novel noninvasive smartphone application...

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Main Authors: Melissa F Young, Kelley Raines, Farhad Jameel, Manal Sidi, Shaiana Oliveira-Streiff, Paula Nwajei, Katherine McGlamry, Jiangda Ou, Alawode Oladele, Parminder S Suchdev
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0254629
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spelling doaj-34b75d6aef864c4f847cb652a6e17fab2021-07-31T04:32:05ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01167e025462910.1371/journal.pone.0254629Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.Melissa F YoungKelley RainesFarhad JameelManal SidiShaiana Oliveira-StreiffPaula NwajeiKatherine McGlamryJiangda OuAlawode OladeleParminder S SuchdevAnemia remains an important global health problem. Inexpensive, accurate, and noninvasive solutions are needed to monitor and evaluate anemia in resource-limited settings. We evaluated the performance of multiple point-of-care hemoglobin devices, including a novel noninvasive smartphone application tested on Apple® and Android® cell phones, Masimo Pronto®, and HemoCue® Hb-301 and Hb-801, against a gold-standard hematology analyzer (reference hemoglobin) using venous blood. We examined correlations between hemoglobin devices and reference hemoglobin, device accuracy (average bias, Bland-Altman plots, clinical performance) and classification bias (sensitivity, specificity) among 299 refugees (10mo-65y) in Atlanta, GA. Semi-structured interviews (n = 19) with participants and staff assessed usability and acceptability. Mean reference hemoglobin was 13.7 g/dL (SD:1.8) with 12.5% anemia. Noninvasive hemoglobin devices were not well correlated with reference hemoglobin (Apple® R2 = 0.08, Android® R2 = 0.11, Masimo Pronto® R2 = 0.29), but stronger correlations were reported with HemoCue® Hb-301 (R2 = 0.87) and Hb-801 (R2 = 0.88). Bias (SD) varied across each device: Apple®: -1.6 g/dL (2.0), Android®: -0.7 g/dL (2.0), Masimo Pronto®: -0.4 g/dL (1.6), HemoCue® Hb-301: +0.4 g/dL (0.7) and HemoCue® Hb-801: +0.2 g/dL (0.6). Clinically acceptable performance (within ± 1 g/dL of reference hemoglobin) was higher for the invasive devices (HemoCue® Hb-301: 90.3%; HemoCue® Hb-801: 93.4%) compared to noninvasive devices (Apple®: 31.5%; Android®: 34.6%; Masimo Pronto®: 49.5%). Sensitivity and specificity were 63.9% and 48.2% for Apple®, 36.1% and 67.6% for Android®, 45.7% and 85.3% for Masimo Pronto®, 54.3% and 97.6% for HemoCue® Hb-301, and 66.7% and 97.6% for HemoCue® Hb-801. Noninvasive devices were considered easy to use and were the preferred method by participants. Among the only studies to compare multiple point-of-care approaches to hemoglobin testing, the diagnostic ability of HemoCue® was comparable to reference hemoglobin, while noninvasive devices had high user acceptability but considerable biases. Improvements in noninvasive device performance and further testing in anemic populations are recommended before broader use.https://doi.org/10.1371/journal.pone.0254629
collection DOAJ
language English
format Article
sources DOAJ
author Melissa F Young
Kelley Raines
Farhad Jameel
Manal Sidi
Shaiana Oliveira-Streiff
Paula Nwajei
Katherine McGlamry
Jiangda Ou
Alawode Oladele
Parminder S Suchdev
spellingShingle Melissa F Young
Kelley Raines
Farhad Jameel
Manal Sidi
Shaiana Oliveira-Streiff
Paula Nwajei
Katherine McGlamry
Jiangda Ou
Alawode Oladele
Parminder S Suchdev
Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
PLoS ONE
author_facet Melissa F Young
Kelley Raines
Farhad Jameel
Manal Sidi
Shaiana Oliveira-Streiff
Paula Nwajei
Katherine McGlamry
Jiangda Ou
Alawode Oladele
Parminder S Suchdev
author_sort Melissa F Young
title Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
title_short Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
title_full Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
title_fullStr Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
title_full_unstemmed Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
title_sort non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2021-01-01
description Anemia remains an important global health problem. Inexpensive, accurate, and noninvasive solutions are needed to monitor and evaluate anemia in resource-limited settings. We evaluated the performance of multiple point-of-care hemoglobin devices, including a novel noninvasive smartphone application tested on Apple® and Android® cell phones, Masimo Pronto®, and HemoCue® Hb-301 and Hb-801, against a gold-standard hematology analyzer (reference hemoglobin) using venous blood. We examined correlations between hemoglobin devices and reference hemoglobin, device accuracy (average bias, Bland-Altman plots, clinical performance) and classification bias (sensitivity, specificity) among 299 refugees (10mo-65y) in Atlanta, GA. Semi-structured interviews (n = 19) with participants and staff assessed usability and acceptability. Mean reference hemoglobin was 13.7 g/dL (SD:1.8) with 12.5% anemia. Noninvasive hemoglobin devices were not well correlated with reference hemoglobin (Apple® R2 = 0.08, Android® R2 = 0.11, Masimo Pronto® R2 = 0.29), but stronger correlations were reported with HemoCue® Hb-301 (R2 = 0.87) and Hb-801 (R2 = 0.88). Bias (SD) varied across each device: Apple®: -1.6 g/dL (2.0), Android®: -0.7 g/dL (2.0), Masimo Pronto®: -0.4 g/dL (1.6), HemoCue® Hb-301: +0.4 g/dL (0.7) and HemoCue® Hb-801: +0.2 g/dL (0.6). Clinically acceptable performance (within ± 1 g/dL of reference hemoglobin) was higher for the invasive devices (HemoCue® Hb-301: 90.3%; HemoCue® Hb-801: 93.4%) compared to noninvasive devices (Apple®: 31.5%; Android®: 34.6%; Masimo Pronto®: 49.5%). Sensitivity and specificity were 63.9% and 48.2% for Apple®, 36.1% and 67.6% for Android®, 45.7% and 85.3% for Masimo Pronto®, 54.3% and 97.6% for HemoCue® Hb-301, and 66.7% and 97.6% for HemoCue® Hb-801. Noninvasive devices were considered easy to use and were the preferred method by participants. Among the only studies to compare multiple point-of-care approaches to hemoglobin testing, the diagnostic ability of HemoCue® was comparable to reference hemoglobin, while noninvasive devices had high user acceptability but considerable biases. Improvements in noninvasive device performance and further testing in anemic populations are recommended before broader use.
url https://doi.org/10.1371/journal.pone.0254629
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