| Literature DB >> 35865397 |
Leonid Livshits1, Tal Bilu2, Sari Peretz2,3, Anna Bogdanova1,4, Max Gassmann1,4, Harel Eitam3, Ariel Koren2, Carina Levin2,5.
Abstract
Introduction: The commonly used method for hematocrit detection, by visual examination of microcapillary tube, known as "micro-HCT", is subjective but remains one of the key sources for fast hematocrit evaluation. Analytical automation techniques have increased the standardization of RBC index detection; however, indirect hematocrit measurements by blood analyzer, the automated HCT, do not correlate well with "micro-HCT" results in patients with hematological pathologies. We aimed to overcome those disadvantages in "micro-HCT" analysis using "ImageJ" processing software.Entities:
Keywords: Image analysis; Microcapillary hematocrit; RBC indices
Year: 2022 PMID: 35865397 PMCID: PMC9266461 DOI: 10.4084/MJHID.2022.049
Source DB: PubMed Journal: Mediterr J Hematol Infect Dis ISSN: 2035-3006 Impact factor: 3.122
Demographics and RBC Properties of the “General Population” Subjects and HCT Analysis Performed by the Three Methods (automated HCT, Micro-Eye and Micro-ImageJ) Variation in HCT values measured by ImageJ vs. eye methods and vs. automated HCT in the “general population” group subdivided into subject age, gender, MCV and anemic states.
| n | Age (years) | M/F | RBC (106/μL) | Hb (g/dL) | MCV (fL) | MCH (pg) | Automated HCT (%) | Micro-Eye (%) | Micro-ImageJ (%) | |
|---|---|---|---|---|---|---|---|---|---|---|
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| 243 | 47.8 ± 1.6 | 113/130 | 4.44 ± 0.06 | 12.6 ± 0.2 | 86.9 ± 0.5 | 28.39 ± 0.23 | 38.43 ± 0.48 | 38.63 ± 0.53 | 41.31 ± 0.52 |
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| 11 | 18 ± 5.2 days | 6/5 | 4.1 ± 0.4 | 13.9 ± 1.5 | 100.4 ± 2.9 | 33.8 ± 0.9 | 41.57 ± 4.7 | 39.08 ± 4.3 | 40.33 ± 4.14 |
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| 10 | 1.11 ± 0.2 | 7/3 | 4.5 ± 0.15 | 11.5 ± 0.3 | 77.4 ± 2 | 25.6 ± 0.8 | 34. 75 ± 1.12 | 34.01 ± 1.54 | 36.43 ± 1.43 |
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| 18 | 13.3 ± 1.4 | 5/13 | 4.42 ± 0.16 | 11.8 ± 0.5 | 82.7 ± 2 | 26.8 ± 0.7 | 36.36 ± 1.37 | 36.53 ± 1.37 | 40.1 ± 1.3 |
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| 54 | 30.7 ± 0.8 | 19/35 | 4.33 ± 0.12 | 12.2 ± 0.3 | 85.7 ± 0.9 | 28.2 ± 0.4 | 36.93 ± 0.95 | 37.53± 1.11 | 40.21 ± 1.05 |
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| 57 | 51.4 ± 0.7 | 26/31 | 4.69 ± 0.12 | 13.4 ± 0.3 | 87 ± 0.9 | 28.4 ± 0.6 | 40.9 ± 0.9 | 41.22 ± 1.04 | 43.75 ± 0.99 |
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| 72 | 68.8 ± 0.7 | 35/37 | 4.53 ± 0.09 | 12.8 ± 0.3 | 87.3 ± 0.9 | 28.3 ± 0.4 | 39.42 ± 0.81 | 39.49 ± 0.87 | 42.37 ± 0.97 |
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| 21 | 86.1 ± 0.9 | 15/6 | 3.93 ± 0.16 | 11.3 ± 0.5 | 89.1 ± 1.5 | 28.8 ± 0.6 | 34.83 ± 1.3 | 35.49 ± 1.42 | 38.1 ± 1.54 |
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| 113 | 50.7 ± 2.5 | 4.72 ± 0.09 | 13.52 ± 0.27 | 87 ± 0.7 | 28.4 ± 0.4 | 40.95 ± 0.74 | 41.19 ± 0.82 | 43.7 ± 0.81 | |
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| 130 | 45.2 ± 2.1 | 4.2 ± 0.06 | 11.87 ± 0.2 | 86.8 ± 0.8 | 28.4 ± 0.3 | 36.24 ± 0.55 | 36.41 ± 0.62 | 39.24 ± 0.61 | |
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| 24 | 53.5 ± 4 | 12/12 | 4.69 ± 0.25 | 11.2 ± 0.7 | 75.2 ± 1.1 | 23.7 ± 0.5 | 35.2 ± 1.93 | 36.34 ± 2.19 | 38.44 ± 2.16 |
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| 159 | 54.1 ± 1.5 | 72/87 | 4.54 ± 0.06 | 13.1 ± 0.2 | 87.2 ± 0.3 | 28.6 ± 0.2 | 39.53 ± 0.51 | 39.89 ± 0.59 | 42.54 ± 0.58 |
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| 22 | 65.2 ± 4.1 | 11/11 | 3.55 ± 0.13 | 11.3 ± 0.5 | 99.2 ± 0.9 | 31.9 ± 0.4 | 35.1 ± 1.3 | 34.57 ± 1.51 | 38.33 ± 1.47 |
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| 194 | 55.5 ± 1.4 | 105/127 | 4.36 ± 0.06 | 12.4 ± 0.2 | 87.1 ± 0.5 | 28.4 ± 0.2 | 37.78 ± 0.47 | 38.05 ± 0.52 | 40.84 ± 0.53 |
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| 11 | 51.5 ± 3.8 | 8/3 | 6.08 ± 0.19 | 17.1 ± 0.3 | 86 ± 2 | 28.3 ± 0.7 | 52 ± 0.57 | 53.88 ± 1.31 | 55.13 ± 1.4 |
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| 91 | 54.9 ± 2.3 | 41/50 | 3.79 ± 0.07 | 10.4 ± 0.2 | 87 ± 1 | 27.5 ± 0.5 | 32.72 ± 0.5 | 32.63 ± 0.57 | 35.49 ± 0.6 |
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| 114 | 55.6 ± 1.5 | 54/60 | 4.98 ± 0.06 | 14.5 ± 0.1 | 86.9 ± 0.5 | 29.1 ± 0.2 | 43.19 ± 0.5 | 44 ± 0.6 | 46.55 ± 0.55 |
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| 42 | 62.4 ± 3.3 | 3.93 ± 0.09 | 10.9 ± 0.3 | 87.3 ± 1.3 | 27.3 ± 0.9 | 34.18 ± 0.79 | 34.08 ± 0.87 | 36.81 ± 0.94 | |
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| 54 | 56.6 ± 2.3 | 5.4 ± 0.08 | 15.7 ± 0.2 | 86.9 ± 0.8 | 29.2 ± 0.3 | 46.68 ± 0.48 | 47.62 ± 0.64 | 50.04 ± 0.6 | |
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| 49 | 48.4 ± 3 | 3.69 ± 0.09 | 10.1 ± 0.2 | 87.1 ± 1.4 | 27.7 ± 0.5 | 31.69 ± 0.61 | 31.48 ± 0.73 | 34.46 ± 0.74 | |
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| 60 | 54.6 ± 2 | 4.59 ± 0.05 | 13.3 ± 0.1 | 86.9 ± 0.5 | 29 ± 0.2 | 39.88 ± 0.45 | 40.48 ± 0.68 | 43.22 ± 0.65 | |
M, male, F, female; RBC, Red Blood Cell count; Hb, hemoglobin; HCT, hematocrit; MCV, mean corpuscular volume; MCH, mean corpuscular hemoglobin. Subjects were considered anemic when Hb < 13.5 g/dL for males and <12 g/dL for females, and polycythemic when HCT > 51% for males and > 48% for females. Data are presented as average ± SE.
p < 0.05;
p < 0.01;
p < 0.001.
for the automated HCT vs. corresponding measurement by eye, and
for the automated HCT or measurement by eye vs. corresponding ImageJ micro-HCT measurements for the examined group.
HCT Calculations and RBC Properties in Sickle Cell Disease Patients and HCT Analysis Performed by the Three Methods (Automated HCT, Micro-Eye and Micro-ImageJ) Variation in HCT values measured by ImageJ vs. eye methods and vs. the automated HCT in the SCD patients subdivided into subject age, gender, genotype and HbF content (%).
| n | Age (years) | M/F | RBC (106/μL) | Hb (g/dL) | MCV (fL) | MCHC (pg) | Automated HCT (%) | Micro-Eye (%) | Micro-ImageJ (%) | |
|---|---|---|---|---|---|---|---|---|---|---|
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| 19 | 26 ± 2.5 | 9/10 | 2.98 ± 0.15 | 9.11 ± 0.35 | 96.6 ± 3.3 | 31.2 ± 1.2 | 28.29 ± 1.09 | 28.73 ± 1.07 | 30.41 ± 1.12 |
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| <20 | 8 | 27 ± 3.3 | 5/7 | 2.82 ± 0.14 | 8.59 ± 0.38 | 92.9 ± 4.5 | 30.7 ± 1.6 | 25.98 ± 1.15 | 26.69 ± 1.29 | 28.37 ± 1.43 |
| >20 | 11 | 34.2 ± 1.7 | 5/6 | 3.1 ± 0.24 | 9.5 ± 0.52 | 99.3 ± 4.7 | 31.5 ± 1.8 | 29.98 ± 1.54 | 30.22 ± 1.48 | 31.9 ± 1.52 |
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| Male | 9 | 25.1 ± 4.1 | 3.26 ± 0.24 | 9.38 ± 0.49 | 91.9 ± 5.4 | 29.6 ± 2 | 29.32 ± 1.68 | 29.4 ± 1.55 | 31.11 ± 1.65 | |
| Female | 10 | 26.7 ± 3.2 | 2.74 ± 0.16 | 8.87 ± 0.5 | 100.9 ± 3.7 | 32.6 ± 1.3 | 27.37 ± 1.44 | 28.13 ± 1.54 | 29.79 ± 1.57 | |
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| SS | 10 | 25.7 ± 3.9 | 4/6 | 2.74 ± 0.13 | 9.46 ± 0.43 | 105.1 ± 4 | 34.8 ± 1.2 | 28.57 ± 1.44 | 29.07 ± 1.41 | 30.81 ± 1.42 |
| S/β-thalassemia | 9 | 26.2 ± 3.4 | 5/4 | 3.26 ± 0.26 | 8.73 ± 0.55 | 87.2 ± 3.2 | 27.2 ± 1 | 27.99 ± 1.75 | 28.35 ± 1.71 | 29.97 ± 1.83 |
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| 7 | 24.2 ± 4.1 | 4/3 | 2.86 ± 0.23 | 8.66 ± 0.42 | 95.3 ± 5.3 | 31.1 ± 2 | 26.73 ± 1.57 | 27.11 ± 1.25 | 29.07 ± 1.36 |
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| 12 | 27 ± 3.3 | 5/7 | 3.06 ± 0.2 | 9.38 ± 0.49 | 97.4 ± 4.4 | 31.3 ± 1.5 | 29.21 ± 1.45 | 29.67 ± 1.5 | 31.2 ± 1.58 |
M, male, F, female; RBC, red blood cell count; Hb, hemoglobin; HCT, hematocrit; MCV, mean corpuscular volume; MCHC, mean corpuscular hemoglobin concentration; SCD, sickle cell disease; SS, sickle cell homozygous; S/β-thalassemia, sickle cell β thalassemia.
p < 0.05;
p < 0.01;
p < 0.001 for the automated HCT or measurement by eye vs. corresponding ImageJ micro-HCT measurements for the examined group.
Figure 1Determination of technical conditions for optimal capillary imaging and analysis. (A) Schematic presentation of the preliminary experiments to determine optimal camera tilt and distance. (B) Effect of camera tilt (−60° to +60°) relative to the capillary axis. Significance was estimated relative to calculated image values obtained when the camera was not tilted (0°). (C) Camera held at distances of 10, 15 and 25 cm from the imaged capillary. Significance is shown relative to images taken at 10 cm distance. (D) Effect of 1X to 4X (100–400%) image magnification pre-analysis by ImageJ software. No significant changes in calculated HCT value were found relative to the 3X (300%) magnification. (E) The comparative HCT analysis in the capillary images taken by different cameras installed in various mobile phones. (F) HCT analysis of the capillary image. At least three independent measurements of total sample height measured from the RBC–sealant to plasma–air borders (sum of green and blue segments), and of the corresponding height of the packed RBCs, from the RBC–sealant to RBC–leucocyte borders (blue segments), were performed for each capillary using the free public version of the ImageJ application. The average value was compared to the measurement by eye and to HCT value evaluated with the automated analyzer. *p = 0.01–0.05; ***p < 0.001.
Figure 2Subjectivity effect of measurement by eye (eye and ruler) and ImageJ evaluation of the HCT values. Significant differences were found for HCT values estimated by Examiner 1 vs. Examiner 2 vs. Examiner 3 when the evaluations were performed by eye; *p = 0.017. Differences were also significant for all three examiners between ImageJ estimation and estimation by eye (p < 0.001). NS, not significant.
Figure 3Comparison of HCT values measured by macro-HCT, and by micro-HCT measured by eye (micro-eye) and analyzed by ImageJ (micro-IJ) for the general population samples (n = 223). (A) Average absolute values and (B) differences in % between HCT measured in parallel by the three approaches. (C) and (D) High correlation, with a small upper shift, between values calculated by macro-HCT or by eye (eye and ruler/scale) and those obtained with the ImageJ approach. ***p< 0.001; NS, not significant.
Figure 4Comparison of HCT and HCT-derived values measured by manual (micro-eye, micro-IJ) and automated (macro-HCT) approaches in sickle cell disease (SCD) patients (n = 19). Average values for HCT (A), MCV (B) and MCHC (C) measured by automatic and manual methods. (D) Correlation between eye (eye and ruler/scale)- and ImageJ-evaluated HCT (R = 0.99). ***p < 0.001; NS, not significant.
Figure 5Schematic presentation of the differences in the visual evaluations of HCT by eye and ruler/microscale vs. image analysis approaches. Dashed black lines mark the borders of the RBC (red) and plasma (yellow) fractions evaluated by eye. The yellow and green lines show the borders of the RBC and plasma fractions, respectively, when evaluated by ImageJ analysis.