Comparison of Masimo Rad-67 SpHb non-invasive hemoglobin monitoring device with complete blood count measurement for use in pregnancy: An observational multi-site cohort study
Farooq, F.; Wei, Y.; Pan, Q.; Proctor, A.; Baumann, S. G.; Kasadhe, K.; Owuor, H.; Sagam, C.; Mazhar, A.; Yazdani, N.; Mwape, H.; Tunga, A.; Akelo, V.; Mores, C. N.; Kasaro, M. P.; Nisar, M. I.; Mutale, W.; Spelke, M. B.; Smith, E. R.; Hoodbhoy, Z.
Show abstract
BackgroundAnemia remains a major health concern, particularly during pregnancy. However, blood draws, laboratory capacity, processing time, and equipment cost required for hemoglobin testing to diagnose anemia can be prohibitive. The Total Hemoglobin SpHb Rad-67 Pulse CO-Oximeter offers a non-invasive, portable, and affordable point-of-care alternative. We aimed to validate SpHb against complete blood count (CBC) in a pregnant and postpartum population. MethodsThis was a substudy of the Pregnancy Risk, Infant Surveillance, and Measurement Alliance (PRISMA) Maternal and Newborn Health Study. A total of 2,700 participants in Zambia, Kenya, and Pakistan provided hemoglobin measurements both by CBC and the Rad-67 Masimo SpHb device at four visits during pregnancy and at six-weeks postpartum. We assessed agreement between SpHb and CBC and used mixed models to identify factors that explained or influenced differences between the two methods. ResultsWe found the mean hemoglobin measurement by SpHb (12.8{+/-}1.6 g/dL) was higher than by CBC (11.0{+/-}1.6 g/dL). However, this overall positive bias masked systematic misclassification at the extremes: SpHb overestimated values among women with very low hemoglobin (Mean Difference (MD) =-3.95; 95%CI-4.28,-3.62) and underestimated values at very high hemoglobin levels (MD = 2.44; 95%CI 2.14, 2.74), even after adjustment. Using CBC, 48% of observations were classified as anemic (<11 g/dL), compared to 9% by SpHb; conversely, just 7% of CBC readings fell within 13-15 g/dL, compared to 38% by SpHb. Agreement metrics consistently showed poor concordance between the two methods. ConclusionsSpHb systematically overestimated hemoglobin on average and showed poor agreement with CBC, particularly at clinically relevant extremes. Until greater accuracy of SpHb is demonstrated in this population, hemoglobin testing with laboratory-based methods is recommended to inform clinical decision-making in pregnancy. AUTHOR SUMMARYAnemia is a major global health challenge linked with maternal morbidity, adverse birth outcomes, and impaired infant development. Accurate and accessible hemoglobin testing is critical for timely anemia diagnosis and treatment. The gold standard for hemoglobin testing is complete blood count using venous blood; however, this method requires laboratory infrastructure, blood sample collection, and trained personnel, limiting feasibility in low-resource and rural settings where anemia burden is highest. We evaluated the accuracy of the Masimo Total Hemoglobin SpHb(R) measured by Rad-67(R) Pulse CO-Oximeter(R): a device that measures hemoglobin via an optical sensor placed on the patients finger. We found the mean hemoglobin measurement by SpHb (12.8{+/-}1.6 g/dL) was higher than by CBC (11.0{+/-}1.6 g/dL).We found that the Masimo device consistently overestimated hemoglobin at very low levels and underestimated at very high levels. Masimo SpHb classified 9% of women as anemic (i.e. hemoglobin <11 g/dL), compared to 48% using the gold standard method. The Masimo SpHb was even less accurate for women later in gestation, living with HIV, and who reported using betelnut, tobacco, or smoking. Device improvements or software-based correction factors are needed to improve performance of the Total Hemoglobin SpHb Rad-67 Pulse CO-Oximeter before it can be used to measure hemoglobin in pregnancy.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Comparison of haemoglobin concentration measurements using HemoCue-301 and Sysmex XN-Series 1500: a survey among anaemic Gambian infants aged 6-12 months 97%
- Anemia among Pregnant Women in Cambodia: A Descriptive Analysis of Temporal and Geospatial Trends and Logistic Regression-Based Examination of Factors Associated with Anemia in Pregnant Women 96%
- Risk factors for anaemia among pregnant women: A cross-sectional study in Upper East Region, Ghana 94%
Similar papers in this journal
- Comparison of first trimester dating methods for gestational age estimation and their implication on preterm birth classification in a North Indian cohort 93%
- Maternal and perinatal characteristics and outcomes of pregnancies complicated with COVID-19 in Kuwait 92%
- Monitoring One Heart to Help Two: Heart Rate Variability and Resting Heart Rate using Wearable Technology in Active Women Across the Perinatal Period 91%
Similar papers in this journal
- Child Anemia in Cambodia: A Descriptive Analysis of Temporal and Geospatial Trends and Logistic Regression-Based Examination of Factors Associated with Anemia in Children Aged 6-59 Months 95%
- Real world external validation of metabolic gestational age assessment in Kenya 94%
- Influence of parental anthropometry and gestational weight gain on intrauterine growth and neonatal outcomes: Findings from the MAI cohort study in rural India 94%
Similar papers in this journal
- A simple, cost-effective and extraction-free molecular diagnostic test for sickle cell disease in noninvasive buccal swab specimen for a limited-resource setting 92%
- Integrating clinical factors and parity-specific models with molecular biomarkers to better predict the risk of preterm birth in asymptomatic women 91%
- Factors influencing plasma galectin-3 concentrations in catheter-bearing hospitalized patients 88%
Similar papers in this journal
- Determinants of normal haemoglobin concentration among children in Ghana: a positive deviance analysis of nationally representative cross-sectional survey data 94%
- Hilab system, a new point-of-care hematology analyzer supported by the Internet of Things and Artificial Intelligence 93%
- Pregnancy-induced changes in blood composition drive post-partum hemorrhage risk 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.