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Lippi G, Henry BM, Buoro S. Opportunities and Drawbacks of Digitalized Morphologic Analysis of Body Fluids. Clin Lab Med 2024; 44:423-429. [PMID: 39089748 DOI: 10.1016/j.cll.2024.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
Body fluid analysis has become a critical component of diagnostic and clinical decision-making for a wide spectrum of human pathologies. An automated microscope, a high-quality digital camera, and a software designed to identify and automatically preclassify cells and other features in stained smears comprise the most recent generation of digital morphologic analyzers. The time necessary for expert operator reclassification is another aspect that must be considered at this stage of development, because identifying and sorting distinct elements in body fluids still necessitates the involvement of an expert morphologist.
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Affiliation(s)
- Giuseppe Lippi
- Section of Clinical Biochemistry and School of Medicine, University of Verona, Verona, Italy; Section of Clinical Biochemistry, University Hospital of Verona, Piazzale L.A. Scuro, 10, Verona 37134, Italy.
| | - Brandon M Henry
- Clinical Laboratory, Division of Nephrology and Hypertension, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Sabrina Buoro
- Centro Regionale di Coordinamento della Medicina di Laboratorio, Milan, Italy
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Lapsina S, Riond B, Hofmann-Lehmann R, Stirn M. Canine Cerebrospinal Fluid Analysis Using Two New Automated Techniques: The Sysmex XN-V Body Fluid Mode and an Artificial-Intelligence-Based Algorithm. Animals (Basel) 2024; 14:1655. [PMID: 38891702 PMCID: PMC11171029 DOI: 10.3390/ani14111655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 05/17/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
Cerebrospinal fluid analysis is an important diagnostic test when assessing a neurological canine patient. For this analysis, the total nucleated cell count and differential cell counts are routinely taken, but both involve time-consuming manual methods. To investigate faster automated methods, in this study, the Sysmex XN-V body fluid mode and the deep-learning-based algorithm generated by the Olympus VS200 slide scanner were compared with the manual methods in 161 canine cerebrospinal fluid samples for the total nucleated cell count and in 65 samples with pleocytosis for the differential counts. Following incorrect gating by the Sysmex body fluid mode, all samples were reanalyzed with manually set gates. The Sysmex body fluid mode then showed a mean bias of 15.19 cells/μL for the total nucleated cell count and mean biases of 4.95% and -4.95% for the two-part differential cell count, while the deep-learning-based algorithm showed mean biases of -7.25%, -0.03% and 7.27% for the lymphocytes, neutrophils and monocytoid cells, respectively. Based on our findings, we propose that the automated Sysmex body fluid mode be used to measure the total nucleated cell count in canine cerebrospinal fluid samples after making adjustments to the predefined settings from the manufacturer. However, the two-part differential count of the Sysmex body fluid mode and the deep-learning-based algorithm require some optimization.
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Affiliation(s)
- Sandra Lapsina
- Clinical Laboratory, Department of Clinical Diagnostics and Services, Vetsuisse Faculty, University of Zurich, Winterthurerstrasse 260, CH-8057 Zurich, Switzerland; (S.L.); (R.H.-L.)
- SIA Laboklin, Fridriha Candera iela 4, LV-1046 Riga, Latvia
| | - Barbara Riond
- Clinical Laboratory, Department of Clinical Diagnostics and Services, Vetsuisse Faculty, University of Zurich, Winterthurerstrasse 260, CH-8057 Zurich, Switzerland; (S.L.); (R.H.-L.)
| | - Regina Hofmann-Lehmann
- Clinical Laboratory, Department of Clinical Diagnostics and Services, Vetsuisse Faculty, University of Zurich, Winterthurerstrasse 260, CH-8057 Zurich, Switzerland; (S.L.); (R.H.-L.)
| | - Martina Stirn
- Clinical Laboratory, Department of Clinical Diagnostics and Services, Vetsuisse Faculty, University of Zurich, Winterthurerstrasse 260, CH-8057 Zurich, Switzerland; (S.L.); (R.H.-L.)
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center, 4070 Basel, Switzerland
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Waldrop GE, Cocuzzo K, Schneider CL, Kim CY, Goetz TG, Chomba MS, Delaurentis CE, Smithgall MC, Francis RO, Thakur KT. Accuracy of automated analyzers for the estimation of CSF cell counts: A systematic review and meta-analysis. Int J Lab Hematol 2024; 46:234-242. [PMID: 38323691 DOI: 10.1111/ijlh.14236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 01/11/2024] [Indexed: 02/08/2024]
Abstract
This systematic review evaluates the evidence for accuracy of automated analyzers that estimate cerebrospinal fluid (CSF) white blood cell counts (WBC) compared to manual microscopy. Inclusion criteria of original research articles included human subjects, English language, and manual microscopy comparator. PUBMED, EMBASE and Cochrane Review databases were searched through 2019 and QUADAS-2 Tool was used for assessment of bias. Data were pooled and analyzed by comparison method, using random effects estimation. Among 652 titles, 554 abstracts screened, 104 full-text review, 111 comparisons from 41 studies were included. Pooled estimates of sensitivity and specificity (n = 7) were 95% (95%-CI 93%-97%) and 84% (95%-CI: 64%-96%), respectively. Pooled R2 estimates (n = 29) were 0.95 (95%-CI: 0.95-0.96); Pooled spearman rho correlation (n = 27) estimates were 0.95 (95% CI 0.95-0.96). Among those comparisons using Bland-Altman analysis (n = 11) pooled mean difference was estimated at 0.98 (95% CI-0.54-2.5). Among comparisons using Passing-Bablok regressions (n = 14) the pooled slope was estimated to be 1.05 (95% CI 1.03-1.07). Q tests of homogeneity were all significant with the exception of the Bland-Altman comparisons (I2 10%, p value 0.35). There is good overall accuracy for CSF WBC by automated hematologic analyzers. These findings are limited by the small sample sizes and inconsistent validation methodology in the reviewed studies.
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Affiliation(s)
- Greer E Waldrop
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
| | - Kaitlyn Cocuzzo
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
| | - Colleen L Schneider
- Medical Scientist Training Program, University of Rochester School of Medicine and Dentistry, Rochester, New York, USA
| | - Carla Y Kim
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
| | - Teddy G Goetz
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
| | - Mashina S Chomba
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
- School of Medicine, University Teaching Hospital and University of Zambia, Lusaka, Zambia
| | - Clare E Delaurentis
- Department of Infectious Disease, Columbia University Irving Medical Center, New York, New York, USA
| | - Marie C Smithgall
- Department of Pathology, Weill Cornell Medicine, New York, New York, USA
| | - Richard O Francis
- Department of Pathology & Cell Biology, Columbia University Vagelos College of Physicians and Surgeons, New York, New York, USA
| | - Kiran T Thakur
- Department of Neurology, Columbia University Irving Medical Center-New York Presbyterian Hospital, New York, New York, USA
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Alcaide Martín MJ, Altimira Queral L, Sahuquillo Frías L, Valiña Amado L, Merino A, García de Guadiana-Romualdo L. Automated cell count in body fluids: a review. ADVANCES IN LABORATORY MEDICINE 2021; 2:149-177. [PMID: 37363326 PMCID: PMC10197423 DOI: 10.1515/almed-2021-0011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/13/2020] [Accepted: 12/21/2020] [Indexed: 06/28/2023]
Abstract
Body fluid cell counting provides valuable information for the diagnosis and treatment of a variety of conditions. Chamber cell count and cellularity analysis by optical microscopy are considered the gold-standard method for cell counting. However, this method has a long turnaround time and limited reproducibility, and requires highly-trained personnel. In the recent decades, specific modes have been developed for the analysis of body fluids. These modes, which perform automated cell counting, are incorporated into hemocytometers and urine analyzers. These innovations have been rapidly incorporated into routine laboratory practice. At present, a variety of analyzers are available that enable automated cell counting for body fluids. Nevertheless, these analyzers have some limitations and can only be operated by highly-qualified laboratory professionals. In this review, we provide an overview of the most relevant automated cell counters currently available for body fluids, the interpretation of the parameters measured by these analyzers, their main analytical features, and the role of optical microscopy as automated cell counters gain ground.
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Affiliation(s)
- María José Alcaide Martín
- Committee of Laboratory Tests, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
- Hematologic Biology Committee, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
| | - Laura Altimira Queral
- Committee of Laboratory Tests, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
| | - Laura Sahuquillo Frías
- Committee of Laboratory Tests, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
| | - Laura Valiña Amado
- Committee of Laboratory Tests, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
| | - Anna Merino
- Hematologic Biology Committee, Spanish Society of Laboratory Medicine (SEQC-ML), Barcelona, Spain
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Romero-Fernandez N, Ives EJ, Fraser AR, Williams TL, Paul AEH. Evaluation of the Idexx ProCyte Dx® for analysis of canine cerebrospinal fluid. J Small Anim Pract 2019; 61:110-115. [PMID: 31763696 DOI: 10.1111/jsap.13088] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 08/21/2019] [Accepted: 09/02/2019] [Indexed: 11/27/2022]
Abstract
OBJECTIVES To assess the utility of the Idexx ProCyte Dx® haematology analyser for assessing total nucleated cell count and differential cell counts in canine cerebrospinal fluid. MATERIALS AND METHODS Seventy-three client-owned dogs undergoing investigations for pyrexia and/or neurological signs were prospectively included. Cerebrospinal fluid samples were assessed using an Idexx ProCyte Dx® analyser and the results were compared to those obtained with the external laboratory reference standard. RESULTS The Idexx ProCyte Dx® performed with good sensitivity (92.6%) and moderate specificity (67.4%) for total nucleated cell count when compared to the reference standard. Qualitative assessment of the Idexx ProCyte Dx® scatter plots, and quantitative assessment of differential cell counts where available, appeared to correlate well with the external laboratory manual differential cell counts, with a good-to-high agreement in 25 of 26 samples (96.2%). CLINICAL SIGNIFICANCE The Idexx ProCyte Dx® analyser performed well in determining the total nucleated cell count and differential cell counts in canine cerebrospinal fluid when compared to a reference standard of external laboratory analysis, except for cell counts higher than ~1000/μL. As the Idexx ProCyte Dx® currently only provides a cell count in 10 cells/μL increments, software modification may improve agreement between the two methods. As in human medicine, automated methods may prove useful in the future for cerebrospinal fluid analysis in addition to manual assessment, particularly in an emergency setting.
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Affiliation(s)
| | - E J Ives
- Anderson Moores Veterinary Specialists, Winchester, SO21 2LL, UK
| | - A R Fraser
- Anderson Moores Veterinary Specialists, Winchester, SO21 2LL, UK
| | - T L Williams
- Department of Veterinary Medicine, University of Cambridge, Cambridge, CB3 0ES, UK
| | - A E H Paul
- Anderson Moores Veterinary Specialists, Winchester, SO21 2LL, UK
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Bignardi GE. Flow cytometry for the microscopy of body fluids in patients with suspected infection. J Clin Pathol 2015; 68:870-8. [PMID: 26188055 DOI: 10.1136/jclinpath-2015-203088] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2015] [Accepted: 06/23/2015] [Indexed: 11/03/2022]
Abstract
Automating the microscopy of body fluids is challenging, due to the wider range and lower concentrations of cells in these fluids, as opposed to blood, while the viscous nature of some of these fluids can also be problematic. This review shows that there have been major improvements and that newer flow cytometers can have remarkably low limits of quantitation for WBCs. Accurate counting of RBCs is still problematic with many flow cytometers, but this is of no clinical significance. Many flow cytometers can give reasonably accurate WBC differential counts, but detection of eosinophils and neoplastic or other nucleated cells which are not blood cells can still be problematic, hence fail-safe measures are recommended. Cerebrospinal fluid is the most challenging body fluid as it requires the ability to count and differentiate WBCs down to a 'normal range', which is much lower than the diagnostic cut-off values used for serous fluids; precision at or around the cerebrospinal fluid WBC normal range is reduced even with the best flow cytometers, but manual microscopy is even less precise.
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Affiliation(s)
- Giuseppe Enrico Bignardi
- South of Tyne and Wear Pathology, Queen Elizabeth Hospital, Tyne and Wear, UK NE9 6SX and Microbiology Department, Sunderland Royal Hospital, Sunderland, UK
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Bourner G, De la Salle B, George T, Tabe Y, Baum H, Culp N, Keng TB. ICSH guidelines for the verification and performance of automated cell counters for body fluids. Int J Lab Hematol 2014; 36:598-612. [DOI: 10.1111/ijlh.12196] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2013] [Accepted: 01/02/2014] [Indexed: 11/28/2022]
Affiliation(s)
- G. Bourner
- Gamma Dynacare Medical Laboratories; Brampton ON Canada
| | - B. De la Salle
- UK National External Quality Assessment Scheme for General Haematology; Watford UK
| | - T. George
- Department of Pathology; University of New Mexico; Albuquerque NM USA
| | - Y. Tabe
- Department of Clinical Laboratory Medicine; Juntendo University School of Medicine; Toyko Japan
- Japanese Society for Laboratory Hematology; Standardization committee; Tokyo Japan
| | - H. Baum
- Institut für Laboratoriumsmedizin; Regionale Kliniken Holding RKH GmbH; Ludwigsburg Germany
| | - N. Culp
- Trillium Diagnostics; Bangor ME USA
| | - T. B. Keng
- Sullivan Nicolaides Pathology; Brisbane QLD Australia
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