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1.
Sci Rep ; 14(1): 11176, 2024 05 15.
Artigo em Inglês | MEDLINE | ID: mdl-38750071

RESUMO

Multiple Myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Diagnosing MM presents considerable challenges, involving the identification of plasma cells in cytology examinations on hematological slides. At present, this is still a time-consuming manual task and has high labor costs. These challenges have adverse implications, which rely heavily on medical professionals' expertise and experience. To tackle these challenges, we present an investigation using Artificial Intelligence, specifically a Machine Learning analysis of hematological slides with a Deep Neural Network (DNN), to support specialists during the process of diagnosing MM. In this sense, the contribution of this study is twofold: in addition to the trained model to diagnose MM, we also make available to the community a fully-curated hematological slide dataset with thousands of images of plasma cells. Taken together, the setup we established here is a framework that researchers and hospitals with limited resources can promptly use. Our contributions provide practical results that have been directly applied in the public health system in Brazil. Given the open-source nature of the project, we anticipate it will be used and extended to diagnose other malignancies.


Assuntos
Mieloma Múltiplo , Humanos , Medula Óssea/patologia , Brasil , Hematologia/métodos , Aprendizado de Máquina , Mieloma Múltiplo/diagnóstico , Mieloma Múltiplo/patologia , Redes Neurais de Computação , Plasmócitos/patologia
3.
Clin Lab ; 70(2)2024 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-38345977

RESUMO

BACKGROUND: The benchtop ADVIA 560 AL hematology analyzer (Siemens Healthineers Tarrytown, NY, USA) offers a small footprint and ease of operation making it suitable for satellite laboratories and intensive care units. A verification study of this analyzer was performed. METHODS: Between- and intra-run precision, carry-over, linearity, and throughput were evaluated on the ADVIA 560 AL. Accuracy was assessed on 94 patient samples by comparing the results obtained on the ADVIA 560 AL to the results on the reference Sysmex XN1000 analyzer (Sysmex Corporation, Kobe, Japan). RESULTS: The ADVIA 560 AL showed acceptable imprecision on control material and minimal bias in comparison to the XN 1000 on patient samples with a throughput of 60 samples per hour. The percentage carryover was not significant and the linearity was within acceptable limits. CONCLUSIONS: The ADVIA 560 AL bench-top analyzer is suitable for acute care centers and satellite laboratories owing to its small footprint, ease of use, and reproducible and accurate results.


Assuntos
Hematologia , Humanos , Contagem de Células Sanguíneas/métodos , Reprodutibilidade dos Testes , Hematologia/métodos , Laboratórios , Japão , Contagem de Leucócitos
4.
PLoS One ; 19(1): e0296344, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38236796

RESUMO

The White Blood Cell (WBC) count is one of the key parameters signaling the health of the immune system. Abnormal WBC counts often signal a systemic insult to the body such as an underlying infection or an adverse side effect to medication. Typically, the blood collected is sent to a central lab for testing, and results come back within hours, which is often inconvenient and may delay time-sensitive diagnosis or treatment. Here, we present the CytoTracker, a fully electronic, microfluidic based instant WBC analyzer with the potential to be used at point-of-care. The CytoTracker is a lightweight, portable, affordable platform capable of quantifying WBCs within minutes using only 50 µl of blood (approximately one drop of blood). In this study, we clinically evaluated the accuracy and performance of CytoTracker in measuring WBC and granulocyte counts. A total of 210 adult patients were recruited in the study. We validated the CytoTracker against a standard benchtop analyzer (Horiba Point of Care Hematology Analyzer, ABX Micros 60). Linear dynamic ranges of 2.5 k/µl- 35 k/µl and 0.6 k/µl- 26 k/µl were achieved for total WBC count and granulocyte count with correlation coefficients of 0.97 and 0.98. In addition, we verified CytoTracker's capability of identifying abnormal blood counts with above 90% sensitivity and specificity. The promising results of this clinical validation study demonstrate the potential for the use of the CytoTracker as a reliable and accurate point-of-care WBC analyzer.


Assuntos
Hematologia , Microfluídica , Adulto , Humanos , Contagem de Leucócitos , Leucócitos , Hematologia/métodos , Contagem de Células Sanguíneas
5.
Diagn Microbiol Infect Dis ; 108(4): 116193, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38295683

RESUMO

BACKGROUND: For fully automated detection and quantification of Plasmodium parasites, Sysmex developed the XN-31 hemocytometer. This study investigated whether the XN-31 can also detect and quantify bloodstream form trypanosomes (trypomastigotes). METHODS: Axenic cultures of Trypanosoma brucei brucei were used to prepare two dilution series of trypomastigotes in the whole blood of a healthy donor, which were subsequently examined by the XN-31 as well as by microscopic examination of thin and thick blood films. Trypomastigote intactness during the procedures was evaluated by microscopy. RESULTS: The XN-31 hemocytometer detected trypomastigotes with a detection limit of 26 trypomastigotes/µL. Scattergram patterns of Trypanosoma and Plasmodium parasites were clearly distinct, but current interpretation settings do not allow the identification of trypomastigotes yet, and therefore, need future refinement. CONCLUSION: Proof of concept was provided for an automated fluorescent flow cytometry method that can detect and quantify Plasmodium spp., as well as Trypanosoma brucei trypomastigotes.


Assuntos
Hematologia , Trypanosoma brucei brucei , Humanos , Hematologia/métodos , Reprodutibilidade dos Testes , Microscopia
6.
Vet Clin Pathol ; 53(1): 8-39, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38164989

RESUMO

BACKGROUND: The Sysmex XN-1000V automated hematology analyzer with multispecies software was released in June 2017 for use in research laboratories. Laser light, impedance, fluorescent staining, and fluorescent flow cytometry are used to analyze whole blood for CBC, reticulocyte counts, and WBC counts, including a 5-part differential leukocyte analysis. OBJECTIVES: A side-by-side comparison of the Sysmex XN-1000V with the Siemens ADVIA 120 in analyzing blood from healthy mice and rats will provide insight into the performance of the new analyzer and its capabilities for use in drug development studies. Method correlation analyses on normal mouse and rat hematology data collected with both analyzers and manual reference methods will help determine the reliability of the data produced using the Sysmex XN-1000V analyzer. METHODS: Whole blood samples collected in K2 EDTA from healthy CD-1 mice and CD Sprague-Dawley rats were analyzed in parallel with the XN-1000V and ADVIA 120 analyzers. Male and female mice, approximately 6-9 weeks old, and male and female rats, approximately 7-9 weeks old, were included in this study. Manual reference methods for WBC differential leukocyte analysis and packed cell volume (PCV) measurements were also performed. EP Evaluator version 11.2 (Data Innovations LLC, South Burlington, VT, USA) was used for method comparison statistical analysis. RESULTS: Most hematologic parameters for naïve mice and rats achieved correlation in the fair to excellent range, with the majority showing very good to excellent correlation with low biases (<11.0%) for cohorts analyzed separately and when cohort data were combined. CONCLUSIONS: The Sysmex XN-1000V Hematology Analyzer provided comparable results to those obtained from the Siemens ADVIA 120. We found the Sysmex XN-1000V Hematology Analyzer to be acceptable for use in drug development studies for rats and mice.


Assuntos
Hematologia , Humanos , Masculino , Feminino , Camundongos , Ratos , Animais , Ratos Sprague-Dawley , Reprodutibilidade dos Testes , Contagem de Leucócitos/veterinária , Contagem de Reticulócitos/veterinária , Hematologia/métodos
7.
J Equine Vet Sci ; 132: 104984, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38081332

RESUMO

Asinina de Miranda is a protected donkey sub-species from the Mirandês plateau in northeastern of Portugal. Donkeys are animals that have substantially lost their place as working animals in modern society, this had led to a decrease in their population numbers. A need to preserve native species has led to the foundation of organizations like Associação para o Estudo e Proteção do Gado Asinino (AEPGA) and the development of studies regarding breed welfare, such as hematology. The IDEXX ProCyte Dx is a veterinary hematology analyzer validated for several species, but not for donkeys. The aim of this study was to validate the ProCyte Dx for Asinina de Miranda donkeys. The validation requires a controlled study of precision, carryover, linearity and comparison between the equipment and the manually obtained values for the leukocyte differential count and hematocrit. Results indicated coefficient of variation was good (below 5 %) for both the intra-assay and the inter-assay precision, except for basophils. Carryover was 0 % for all the parameters except platelets (5.88 %). Linearity showed a very high Pearson correlation coefficient, above 0.99, for erythrocytes, hematocrit, hemoglobin, leucocytes, neutrophils, lymphocytes, monocytes, eosinophils, platelets and plateletcrit. Comparison demonstrated excellent agreement for hematocrit (rs=0.96) and good Spearman rank correlation for neutrophils (rs=0.84) and lymphocytes (rs=0.90). Accuracy for total leukocyte count and platelets could not be determined. In conclusion, the ProCyte Dx seems appropriate to be used in Asinina de Miranda hematology.


Assuntos
Equidae , Hematologia , Animais , Contagem de Células Sanguíneas/métodos , Contagem de Células Sanguíneas/veterinária , Reprodutibilidade dos Testes , Contagem de Leucócitos/veterinária , Hematologia/métodos
8.
Int J Lab Hematol ; 46(1): 63-71, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-37731006

RESUMO

INTRODUCTION: The Atellica Hema (Siemens Healthineers, Tarrytown, NY, USA) is a new generation multi-parameter analyzer for full blood count, 6-part differential and reticulocyte testing by impedance variation and fluorescence flow cytometry. In this study, we verified the whole blood and limited body fluid modes of the Atellica Hema 580. METHODS: We evaluated precision, linearity, carry-over, throughput and performed a method comparison to assess the performance of the Atellica Hema 580. For comparison of the Atellica Hema 580 with the Sysmex XN-1000 (Sysmex, Kobe, Japan), 140 samples from adult and pediatric patients including both normal and abnormal hematology profiles were analyzed in parallel. RESULTS: The Atellica Hema 580 demonstrated acceptable imprecision within the manufacturer's specifications for whole blood and body fluid modes, good linearity for high and low ranges and no significant carryover. The full blood count, differential and reticulocyte correlated well with the Sysmex XN-1000, except for mean cell hemoglobin concentration, basophil and large immature cells. The optical platelet count, reflexed in 34 samples with a platelet count <150 × 109 /l, showed a strong correlation with the fluorescent platelet count on the Sysmex XN-1000. The morphology flagging efficiency was 92% for white blood cells, 95% for red blood cells and 87% for platelets. CONCLUSION: The Atellica Hema 580 showed good analytical performance and workflow efficiency for a wide range of patient samples.


Assuntos
Hematologia , Adulto , Humanos , Criança , Contagem de Células Sanguíneas/métodos , Hematologia/métodos , Contagem de Plaquetas/métodos , Leucócitos , Plaquetas , Reprodutibilidade dos Testes
9.
Clin Chem Lab Med ; 62(2): 303-311, 2024 Jan 26.
Artigo em Inglês | MEDLINE | ID: mdl-37732424

RESUMO

OBJECTIVES: Implementation of alternate erythrocyte sedimentation rate (ESR) measurement method is increasing worldwide due to its various advantages. In this study, we aim to evaluate the analytical performance of the BC-780 automated hematology analyzer in measurement of ESR value. METHODS: Analyzer performance including precision study, carryover, sample stability and potential interferences are examined. Samples with ESR values spanning the whole analytical ESR range are included for method comparison study. Samples with different hematocrit (Hct) and mean corpuscular volume (MCV) values are also analyzed and compared with the results obtained from the Westergren reference method. RESULTS: Precisions and carryover results are consistent with the manufacturers' claim. ESR values do not change significantly in the samples stored at 2-8 °C for 24 h (h) or at room temperature (RT) for 8 h, but significantly decreased (p<0.001) when stored at RT for 24 h. Significant increase in ESR value is documented in samples that are hemolyzed (hemoglobin concentration ranged from 1.28-6.01 g/L) (p=0.010) or lipemic (triglyceride above 4.75 mmol/L) (p=0.001). Method comparison study yields a proportional difference with a regression equation=3.08+ 0.98x. Bland-Altman analysis shows a mean absolute bias of 3.12 mm. The obtained absolute mean biases are below 5 mm in all analytical categories except for the group where MCV>100 fL. CONCLUSIONS: Most tested parameters met the manufacturer's specifications and were comparable to the reference method. Despite the presence of positive bias, it falls within acceptable criteria. Extensive validation against potential interferences such as hemolysis/lipemia is still necessary in future.


Assuntos
Hematologia , Humanos , Sedimentação Sanguínea , Hematologia/métodos , Projetos de Pesquisa , Hemólise , Hematócrito
10.
Clin Chem Lab Med ; 62(4): 690-697, 2024 Mar 25.
Artigo em Inglês | MEDLINE | ID: mdl-37855253

RESUMO

OBJECTIVES: Automated hematology analysis is expected to improve the performance of platelet counting. We evaluated the performance of a new platelet counting, hybrid (PLT-H) and also impedance (PLT-I) and optical (PLT-O) on the BC-780 automated hematology analyzer compared to the international reference method (IRM) in blood samples with thrombocytopenic and platelet interference. METHODS: The basic platelet count performance of the BC-780 automated hematology analyzer was evaluated according to the requirements of the Clinical Laboratory and Standards Institute (CLSI) Document H26-A2. Additionally, the thrombocytopenic (low PLT count) blood samples and the platelet interference blood samples including fragmented red blood cells (RBCs), microcytes or small RBCs, and giant platelets were determined with the BC-780 hematology analyzer compared to the IRM. RESULTS: Blank counting and the carry-over contamination rate of platelet count using the BC-780 both met the manufacturers' claim. For both 123 thrombocytopenic and 232 platelet interference blood samples (72 fragmented RBCs, 91 microcytes and 51 giant platelets), all three platelet counting methods exhibited high comparability with the IRM (the lowest correlation (r)=0.916). Interestingly, the comparability of PLT-H (r=0.928-0.986) with the IRM was better than that of PLT-I (r=0.916-0.979). CONCLUSIONS: The performance of PLT-H in the BC-780 met the manufacturer's specifications. PLT-H exhibits better reproducibility than did PLT-I, correlates well with the PLT-O for thrombocytopenic samples and demonstrates good anti-interference ability. PLT-H counting is therefore recommended as a zero-cost alternative platelet counting method for platelet interference samples in clinical settings.


Assuntos
Agmatina/análogos & derivados , Hematologia , Ácido Oxâmico/análogos & derivados , Humanos , Contagem de Plaquetas/métodos , Reprodutibilidade dos Testes , Hematologia/métodos , Plaquetas
11.
Clin Chem ; 69(9): 1009-1030, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37525518

RESUMO

BACKGROUND: Personalized reference intervals (prRIs) have the potential to improve individual patient follow-up as compared to population-based reference intervals (popRI). In this study, we estimated popRI and prRIs for 48 clinical chemistry and hematology measurands using samples from the same reference individuals and explored the effect of using group-based and individually based biological variation (BV) estimates to derive prRIs. METHODS: 143 individuals (median age 28 years) were included in the study and had fasting blood samples collected once. From this population, 41 randomly selected subjects had samples collected weekly for 5 weeks. PopRIs were estimated according to Clinical Laboratory Standards Institute EP28 and within-subject BV (CVI) were estimated by CV-ANOVA. Data were assessed for trends and outliers prior to calculation of individual prRIs, based on estimates of (a) within-person BV (CVP), (b) CVI derived in this study, and (c) publically available CVI estimates. RESULTS: For most measurands, the individual prRI ranges were smaller than the popRI range, but overall about half the study participants had a prRI wider than the popRI for 5 or more out of 48 measurands. The dispersion of prRIs based on CVP was wider than that of prRIs based on CVI. CONCLUSION: The prRIs derived in our study varied significantly between different individuals, especially if based on CVP. Our results highlight the limitations of popRIs in interpreting test results of individual patients. If sufficient data from a steady-state situation are available, using prRI based on CVP estimates will provide a RI most specific for an individual patient.


Assuntos
Química Clínica , Hematologia , Humanos , Adulto , Química Clínica/métodos , Valores de Referência , Hematologia/métodos , Padrões de Referência
12.
Vet Clin Pathol ; 52(4): 755-760, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37468943

RESUMO

Reticulocyte indices are used to characterize anemia, including the identification of regeneration. In people, the immature reticulocyte fraction (IRF), percentage of hypochromic red blood cells (%HYPO-RBC), and other reticulocyte indices have been used as earlier indicators of erythropoiesis and as valuable monitoring tools in the assessment of various therapies. The reference intervals (RI) of the IRF and %HYPO-RBC have not been reported in dogs. The objective of this study was to establish RIs for novel variables (IRF, %HYPO-RBC, and CH-delta) and assess RIs for more commonly reported reticulocyte indices in healthy dogs. RIs were calculated from blood results retrospectively collected from 106 client-owned healthy dogs at the time of induction into a blood donor program using the ADVIA 2120 hematology analyzer (Siemens Healthcare Diagnostics). For the calculation of RIs, appropriate tests were applied for outlier detection and normality assessment. For variables normally distributed, RIs and their respective 90% confidence intervals (CIs) were calculated using parametric methods, while for variables not normally distributed, robust methods were used and bootstrapping for calculating the 90% CIs. The following RIs were established: reticulocyte hemoglobin content (CHr) 24.5-28 pg, mean reticulocyte volume (MCVr) 85.9-99.3 fL, mean corpuscular hemoglobin concentration of reticulocytes (CHCMr) 271.0-306.3 g/L, IRF 10.4%-43.5%, CH-delta 0.5-4.3 pg, and percentage of hypochromic red blood cells (%HYPO-RBC) 0.10%-0.80%. The results of this study provide RIs for novel reticulocyte variables. Further studies are required to determine the clinical utility of IRF, %HYPO-RBC, and CH delta as early indicators of erythropoietic activity in canine patients.


Assuntos
Anemia Ferropriva , Doenças do Cão , Hematologia , Humanos , Cães , Animais , Reticulócitos/química , Estudos Retrospectivos , Contagem de Reticulócitos/veterinária , Hematologia/métodos , Índices de Eritrócitos/veterinária , Hemoglobinas/análise , Anemia Ferropriva/veterinária , Doenças do Cão/diagnóstico
13.
Int J Lab Hematol ; 45(5): 691-699, 2023 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-37338111

RESUMO

INTRODUCTION: The manual differential count has been recognized for its disadvantages, including large interobserver variability and labor intensiveness. In this light, automated digital cell morphology analyzers have been increasingly adopted in hematology laboratories for their robustness and convenience. This study aims to evaluate the white blood cell differential performance of the Mindray MC-80, the new automated digital cell morphology analyzer. METHODS: The cell identification performance of Mindray MC-80 was evaluated for sensitivity and specificity using pre-classification and post-classification of each cell class. The method comparison study used manual differentials as the gold standard for calculating Pearson correlation, Passing-Bablok regression, and Bland-Altman analysis. In addition, the precision study was performed and evaluated. RESULTS: The precision was within the acceptable limit for all cell classes. Overall, the specificity of cell identification was higher than 95% for all cell classes. The sensitivity was greater for 95% for most cell classes, except for myelocytes (94.9%), metamyelocytes (90.9%), reactive lymphocytes (89.7%), and plasma cells (60%). Pre-classification and post-classification results correlated well with the manual differential results for all the cell types investigated. The regression coefficients were greater than 0.9 for most cell classes except for promyelocytes, metamyelocytes, basophils, and reactive lymphocytes. CONCLUSION: The performance of Mindray MC-80 for white blood cell differentials is reliable and seems to be acceptable even in abnormal samples. However, the sensitivity is less than 95% for certain abnormal cell types, so the user should be aware of this limitation where such cells are suspected.


Assuntos
Hematologia , Leucócitos , Humanos , Contagem de Leucócitos , Reprodutibilidade dos Testes , Contagem de Células Sanguíneas/métodos , Hematologia/métodos , Plasmócitos
14.
Clin Chem Lab Med ; 61(10): 1858-1866, 2023 09 26.
Artigo em Inglês | MEDLINE | ID: mdl-37084402

RESUMO

OBJECTIVES: The EasyCell assistant (Medica, Bedford, MA, USA) is one of the state-of-the-art digital morphology analyzers. We explored the performance of EasyCell assistant in comparison with manual microscopic review and Pentra DX Nexus (Horiba ABX Diagnostics, Montpellier, France). METHODS: In a total of 225 samples (100 normal and 125 abnormal samples), white blood cell (WBC) differentials and platelet (PLT) count estimation by EasyCell assistant were compared with the results by manual microscopic review and Pentra DX Nexus. The manual microscopic review was performed according to the Clinical and Laboratory Standards Institute guidelines (H20-A2). RESULTS: WBC differentials between pre-classification by EasyCell assistant and manual counting showed moderate correlations for neutrophils (r=0.58), lymphocytes (r=0.69), and eosinophils (r=0.51) in all samples. After user verification, they showed mostly high to very high correlations for neutrophils (r=0.74), lymphocytes (r=0.78), eosinophils (r=0.88), and other cells (r=0.91). PLT count by EasyCell assistant highly correlated with that by Pentra DX Nexus (r=0.82). CONCLUSIONS: The performance of EasyCell assistant for WBC differentials and PLT count seems to be acceptable even in abnormal samples with improvement after user verification. The EasyCell assistant, with its reliable performance on WBC differentials and PLT count, would help optimize the workflow of hematology laboratories with reduced workload of manual microscopic review.


Assuntos
Hematologia , Humanos , Hematologia/métodos , Leucócitos , Linfócitos , Contagem de Plaquetas , Laboratórios , Contagem de Leucócitos , Reprodutibilidade dos Testes
15.
Ann Lab Med ; 43(5): 418-424, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37080742

RESUMO

Background: Delta checks increase patient safety by identifying automated hematology analyzer errors. International standards and guidelines for the complete blood count (CBC) delta check method have not been established. We established an effective, practical CBC delta check method and criteria. Methods: We assessed five delta check methods for nine CBC items (Hb, mean corpuscular volume, platelet count, white blood cell [WBC] count, and five-part WBC differential counts) using 219,804 blood samples from outpatients and inpatients collected over nine months. We adopted the best method and criteria and evaluated them using 42,652 CBC samples collected over two weeks with a new workflow algorithm for identifying test errors and corrections for Hb and platelet count. Results: The median delta check time interval was 1 and 21 days for inpatients and outpatients (range, 1-20 and 1-222 days), respectively. We used delta values at 99.5% as delta check criteria; the criteria varied among the five methods and between outpatients and inpatients. The delta percent change (DPC)/reference range (RR) rate performed best as the delta check for CBC items. Using the new DPC/RR rate method, 1.7% of total test results exceeded the delta check criteria; the retesting and resampling rates were 0.5% and 0.001%, respectively. Conclusions: We developed an effective, practical delta check method, including RRs and delta check time intervals, and delta check criteria for nine CBC items. The criteria differ between outpatients and inpatients. Using the new workflow algorithm, we can identify the causes of criterion exceedance and report correct test results.


Assuntos
Hematologia , Humanos , Contagem de Células Sanguíneas/métodos , Contagem de Leucócitos , Contagem de Plaquetas , Controle de Qualidade , Hematologia/métodos
16.
Int J Lab Hematol ; 45(4): 449-459, 2023 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-36912464

RESUMO

BACKGROUND: The erythrocyte sedimentation rate (ESR) is a nonspecific inflammatory indicator and is widely used in clinical diagnosis. Westergren is the gold standard method recommended by the International Committee for Standardization of Hematology (ICSH), but it is time-consuming and inconvenient and has biosafety risks. A new alternate method for ESR (Easy-W ESR) measurement was designed and integrated into the Mindray BC-720 series automated hematology analyzer to meet the clinical needs of hematology laboratories for efficiency, safety, and automation. In this study, the performance of the new ESR method was evaluated based on the ICSH recommendations on modified and alternate ESR methods. METHODS: Methodological comparisons using the BC-720 analyzer, TEST 1, and the Westergren method were performed to assess repeatability, carryover, sample stability, reference range validation, factors influencing the ESR, and clinical applicability in rheumatology and orthopedics. RESULTS: The correlation between the BC-720 analyzer and the Westergren method was good (Y = 2.082 + 0.9869X, r = 0.9657, P > 0.0001, n = 342), carryover was <1%, the repeatability standard deviation was ≤1 mm/h, and the coefficient of variation (CV) was ≤5%. The reference range meets the manufacturer's claim. For rheumatology patients, the BC-720 analyzer showed a good correlation with the Westergren method (Y = 1.021X-1.941, r = 0.9467, n = 149). For orthopedic patients, the BC-720 analyzer also showed a good correlation with the Westergren method (Y = 1.037X + 0.981, r = 0.978, n = 97). CONCLUSION: This study verified the clinical and analytical performance of the new ESR method, indicating that the results are very similar to those obtained using the Westergren method.


Assuntos
Hematologia , Humanos , Sedimentação Sanguínea , Hematologia/métodos , Padrões de Referência , Projetos de Pesquisa , Automação
17.
Ann Clin Biochem ; 60(2): 126-135, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36653307

RESUMO

BACKGROUND: Mainstream haematology analysers (HAs) are reported to have low detection sensitivity for platelet clumps. In this study, a deep learning (DL) algorithm, convolutional neural network (CNN), was implemented to detect platelet clumps. METHODS: Adenosine diphosphate (ADP) was used to induce platelet aggregation to mimic platelet clumps detected (PCD) samples. Six types of leukocyte scattergrams were collected from the Sysmex XN-10. Then, multiple CNNs were trained and validated by scattergrams in a fivefold cross-validation (CV) method. Finally, the CNN model with the best CV accuracy was tested with practical routine work samples. RESULTS: A total of 386 samples (190 PCD and 196 negative samples) and 4253 samples (150 PCD and 4103 negative samples) were eligible for CNN training and practical test, respectively. The CNN with the highest CV accuracy was trained by using scattergrams of side scatter (SSC) vs. forward scatter (FSC) from the white count and nucleated red blood cells (WNR) channel, whose mean area under the curve (AUC), accuracy, specificity and sensitivity were 0.968, 0.940, 0.937 and 0.942, respectively, in the CV. In the practical test, the AUC, accuracy, specificity and sensitivity of the CNN were 0.916, 0.961, 0.860 and 0.965, respectively. The dispersed spots presenting around the leucocytes in the WNR channel may be a sign of platelet clumping. CONCLUSIONS: This study demonstrates that the CNN algorithms can identify platelet clumps based on optical information from dedicated leukocyte channels and has a higher ability to detect platelet clumps than the XN-10 device's internal algorithm under practical circumstances.


Assuntos
Hematologia , Humanos , Hematologia/métodos , Algoritmos
18.
Am J Obstet Gynecol MFM ; 5(1): 100778, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36273811

RESUMO

BACKGROUND: Early recognition of hypofibrinogenemia and prompt initiation of transfusion therapy in patients with massive obstetrical hemorrhage can improve prognosis. There are reports on the usefulness of point-of-care testing, which provides quicker test results compared with fibrinogen measurements using the conventional Clauss method. OBJECTIVE: This study aimed to compare and investigate the diagnostic accuracy of dry hematology and thromboelastography in point-of-care testing for the diagnosis of hypofibrinogenemia. STUDY DESIGN: A single-center, retrospective study of 126 massive obstetrical hemorrhage cases with point-of-care testing before treatment was initiated. The correlation of fibrinogen values with the Clauss method and the diagnostic accuracy for hypofibrinogenemia were compared between dry hematology and thromboelastography. RESULTS: Fibrinogen value in dry hematology showed a strong positive correlation with values measured by the Clauss method, and the diagnostic accuracy for hypofibrinogenemia was high, but there were many residuals above 100 mg/dL, and the distribution of these residuals was not uniform. Although thromboelastography cannot be used to directly measure fibrinogen values, maximum amplitude citrated functional fibrinogen, amplitude-10 citrated rapid thromboelastography, and amplitude-10 citrated functional fibrinogen showed a strong positive correlation with fibrinogen values using the Clauss method, and no significant difference in correlation or diagnostic accuracy was observed relative to dry hematology. CONCLUSION: Dry hematology and thromboelastography were equally accurate in diagnosing hypofibrinogenemia, with results correlating well with fibrinogen values measured by the Clauss method.


Assuntos
Afibrinogenemia , Hematologia , Hemostáticos , Humanos , Tromboelastografia/métodos , Afibrinogenemia/diagnóstico , Estudos Retrospectivos , Fibrinogênio/análise , Hemorragia , Hematologia/métodos , Testes Imediatos
19.
Scand J Clin Lab Invest ; 82(7-8): 581-587, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36372996

RESUMO

The erythrocyte sedimentation rate (ESR) has been commonly ordered in hematology laboratories and used to screen for monitoring responses to therapy and identifying inflammatory conditions. To overcome the limitations of traditional ESR measurements, various methods have been developed and compared to the established reference method. This study evaluates the analytical performance of ESR fast detector and Improve® ESR analyzer compared to the reference method. Method validation and comparison were performed in 189 volunteer blood samples according to the International Council for Standardization in Hematology recommendations. The analytical efficacy of ESR fast detector and Improve® ESR analyzer was also assessed and compared with the reference method and C-reactive protein (CRP) levels. The results demonstrated that the precision of ESR fast detector and Improve® ESR analyzer was considered as the acceptance criterion for the ESR measurement. The method comparison analysis between the two modified Westergren methods and reference method demonstrated a strong correlation with the Spearman's rank correlation coefficient of 0.94, with a mean difference of -2.1 and -7.7 mm/h in the ESR fast detector and Improve® ESR analyzer, respectively. Analysis of the area under the receiver operating curve illustrated a high analytical performance compared to the reference method and CRP level. The measurement of ESR level using the ESR fast detector and Improve® ESR analyzer is a reliable method and has a high analytical performance, which can be used instead of the reference method for screening inflammatory conditions.


Assuntos
Hematologia , Humanos , Sedimentação Sanguínea , Hematologia/métodos , Padrões de Referência , Laboratórios
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