differential cell count
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Author(s):  
Daniel Soriano ◽  
Sebastian Fähndrich ◽  
Thomas Köhler ◽  
Wolfram Meschede ◽  
Joachim Müller-Quernheim ◽  
...  

2021 ◽  
Vol 38 ◽  
pp. 1-5
Author(s):  
A.K. Felix ◽  
I.P. Kashoma ◽  
M. Makungu

A six-month old, 24 kg, intact male Caucasian Shepherd crossbred dog was presented at the Sokoine University of Agriculture Teaching Animal Hospital with a history of difficulty standing and walking, and bilateral swelling of the distal antebrachial and crural metaphyeal region. The owner also reported prior calcium supplementation in form of dietary tablets. Upon physical examination; the animal was lethargic with fever, bilateral ocular discharge, tachypnea and reduced appetite. Hard painful bilateral swelling of the distal antebrachial and crural metaphyseal region was observed. Differential cell count showed neutrophilia and monocytosis. Sclerosis and paracortical cuffing of the distal antebrachial and crural metaphyseal region were seen on radiographic examination. Similar changes were also visualised in the proximal crural metaphyseal region. Further, cranial bowing of the radius with lateral deviation of the foot (carpal valgus) were also observed. Metaphyseal osteopathy was diagnosed based on the history, clinical and radiographic findings. The exact cause of metaphyseal osteopathy is unknown, however there have been reports linking it to breed predisposition and mineral over supplementation. Administration of corticosteroids and supportive care are recommended in dogs with metaphyseal osteopathy. However, a bony change that is paracortical cuffing requires several months for resorption.


2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Sarada M. W. Lee ◽  
Andrew Shaw ◽  
Jodie L. Simpson ◽  
David Uminsky ◽  
Luke W. Garratt

AbstractDifferential cell counts is a challenging task when applying computer vision algorithms to pathology. Existing approaches to train cell recognition require high availability of multi-class segmentation and/or bounding box annotations and suffer in performance when objects are tightly clustered. We present differential count network (“DCNet”), an annotation efficient modality that utilises keypoint detection to locate in brightfield images the centre points of cells (not nuclei) and their cell class. The single centre point annotation for DCNet lowered burden for experts to generate ground truth data by 77.1% compared to bounding box labeling. Yet centre point annotation still enabled high accuracy when training DCNet on a multi-class algorithm on whole cell features, matching human experts in all 5 object classes in average precision and outperforming humans in consistency. The efficacy and efficiency of the DCNet end-to-end system represents a significant progress toward an open source, fully computationally approach to differential cell count based diagnosis that can be adapted to any pathology need.


2020 ◽  
Author(s):  
Laura Pandolfi ◽  
Fossali Tommaso ◽  
Frangipane Vanessa ◽  
Bozzini Sara ◽  
Morosini Monica ◽  
...  

Abstract Background: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) rapidly reached pandemic proportions. Given that the main target of SARS-CoV-2 are lungs leading to severe pneumonia with hyperactivation of the inflammatory cascade, we conducted a prospective study to assess alveolar inflammatory status in patients with moderate to severe COVID-19. Methods: Diagnostic bronchoalveolar lavage (BAL) was performed in 33 adult patients with SARS-CoV-2 infection by real-time PCR on nasopharyngeal swab admitted to the Intensive care unit (ICU) (n=28) and to the Intermediate Medicine Ward (IMW) (n=5). We analyze the differential cell count, ultrastructure of cells and Interleukin(IL)6, 8 and 10 levels.Results: ICU patients showed a marked increase in neutrophils (1.24 x 105 ml-1 , 0.85-2.07), lower lymphocyte (0.97 x 105 ml-1, 0.024-0.34) and macrophages fractions (0.43 x 105 ml-1, 0.34-1.62) compared to IMW patients (0.095 x 105 ml-1, 0.05-0.73; 0.47 x 105 ml-1, 0.28-1.01 and 2.14 x 105 ml-1, 1.17-3.01, respectively) (p<0.01). Ultrastructural study of ICU patients BAL showed viral-like particles in cytopathic mononuclear cells and an extensive cytopathic damage in all cell lineages. Immunostaining with anti-viral capsid and spike antibodies specifically immunoreacted with BAL cells, mostly cytopathic ones. IL6 and IL8 were significantly higher in ICU patients than in IMW (IL6 p<0.01, IL8 p<0.0001), and also in patients who did not survive (IL6 p < 0.05, IL8 p = 0.05 vs. survivors). IL10 did not show a significant variation between groups. Dividing patients by treatment received, lower BAL concentrations of IL6 were found in patients treated with steroids as compared to those treated with tocilizumab (p<0.1) or antivirals (p<0.05). Conclusions: Alveolitis, associated with COVID-19, is mainly sustained by innate effectors which showed features of extensive activation. The burden of pro-inflammatory cytokines IL6 and IL8 in the broncho-alveolar environment is associated with clinical outcome.


Author(s):  
Johanna Salonen ◽  
Henri Lampela ◽  
Eerika Keskitalo ◽  
Hannu Vähänikkilä ◽  
Minna Purokivi ◽  
...  

2020 ◽  
Vol 44 (10) ◽  
Author(s):  
Hong Jin ◽  
Xinyan Fu ◽  
Xinyi Cao ◽  
Mingxia Sun ◽  
Xiaofen Wang ◽  
...  

Abstract Bone marrow smear examination is an indispensable diagnostic tool in the evaluation of hematological diseases, but the process of manual differential count is labor extensive. In this study, we developed an automatic system with integrated scanning hardware and machine learning-based software to perform differential cell count on bone marrow smears to assist diagnosis. The initial development of the artificial neural network was based on 3000 marrow smear samples retrospectively archived from Sir Run Run Shaw Hospital affiliated to Zhejiang University School of Medicine between June 2016 and December 2018. The preliminary field validating test of the system was based on 124 marrow smears newly collected from the Second Affiliated Hospital of Harbin Medical University between April 2019 and November 2019. The study was performed in parallel of machine automatic recognition with conventional manual differential count by pathologists using the microscope. We selected representative 600,000 marrow cell images as training set of the algorithm, followed by random captured 30,867 cell images for validation. In validation, the overall accuracy of automatic cell classification was 90.1% (95% CI, 89.8–90.5%). In a preliminary field validating test, the reliability coefficient (ICC) of cell series proportion between the two analysis methods were high (ICC ≥ 0.883, P < 0.0001) and the results by the two analysis methods were consistent for granulocytes and erythrocytes. The system was effective in cell classification and differential cell count on marrow smears. It provides a useful digital tool in the screening and evaluation of various hematological disorders.


2020 ◽  
Author(s):  
laura pandolfi ◽  
Fossali Tommaso ◽  
Frangipane Vanessa ◽  
Bozzini Sara ◽  
Morosini Monica ◽  
...  

Abstract Background Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) rapidly reached pandemic proportions. We conducted a prospective study to assess deep lung inflammatory status in patients with moderate to severe COVID-19. Methods Diagnostic bronchoalveolar lavage (BAL) was performed in 33 adult patients with SARS-CoV-2 infection by real-time PCR on nasopharyngeal swab admitted to the Intensive care unit (ICU) (n = 28) and to the Intermediate Medicine Ward (IMW) (n = 5). We analyze the differential cell count, ultrastructure of cells and Interleukin(IL)6, 8 and 10 levels. Results ICU patients showed a marked increase in neutrophils (72%, 60–81), lower lymphocyte (8%, 4–12) and macrophages fractions (17%, 11–27) compared to IMW patients (3%, 2–17, 15%, 6–26 and 74%, 58–90, respectively) (p < 0.01). Ultrastructural study from ICU patients showed viral-like particles in cytopathic mononuclear cells however extensive cytopathic damage in all cell lineages. Immunostaining with anti-viral capsid and spike antibodies specifically immunoreacted with BAL cells, mostly cytopathic ones. IL6 and IL8 were significantly higher in ICU patients than in IMW (IL6 p < 0.01, IL8 p < 0.0001), and also in patients who did not survive (IL6 p < 0.05, IL8 p = 0.05 vs. survivors). IL10 did not show a significant variation between groups. Dividing patients by treatment received, lower BAL concentrations of IL6 were found in patients treated with steroids as compared to those treated with tocilizumab (p < 0.1) or antivirals (p < 0.05). Conclusions Alveolitis, associated with COVID-19, is mainly sustained by innate effectors which showed features of extensive activation. The burden of pro-inflammatory cytokines IL6 and IL8 in the broncho-alveolar environment is associated with clinical outcome.


Author(s):  
Laura Pandolfi ◽  
Tommaso Fossali ◽  
Vanessa Frangipane ◽  
Sara Bozzini ◽  
Monica Morosini ◽  
...  

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) rapidly reached pandemic proportions. We conducted a prospective study to assess deep lung inflammatory status in patients with moderate to severe COVID-19. Diagnostic bronchoalveolar lavage (BAL) was performed in 33 adult patients with SARS-CoV-2 infection by real-time PCR on nasopharyngeal swab admitted to the Intensive care unit (ICU) (n=28) and to the Intermediate Medicine Ward (IMW) (n=5). We analyze the differential cell count, ultrastructure of cells and Interleukin(IL)6, 8 and 10 levels. ICU patients showed a marked increase in neutrophils (72%, 60-81), lower lymphocyte (8%, 4-12) and macrophages fractions (17%, 11-27) compared to IMW patients (3%, 2-17, 15%, 6-26 and 74%, 58-90, respectively) (p<0.01). Ultrastructural study from ICU patients showed viral-like particles in cytopathic mononuclear cells however extensive cytopathic damage in all cell lineages. Immunostaining with anti-viral capsid and spike antibodies specifically immunoreacted with BAL cells, mostly cytopathic ones. IL6 and IL8 were significantly higher in ICU patients than in IMW (IL6 p<0.01, IL8 p<0.0001), and also in patients who did not survive (IL6 p < 0.05, IL8 p = 0.05 vs. survivors). IL10 did not show a significant variation between groups. Dividing patients by treatment received, lower BAL concentrations of IL6 were found in patients treated with steroids as compared to those treated with tocilizumab (p<0.1) or antivirals (p<0.05). Alveolitis, associated with COVID-19, is mainly sustained by innate effectors which showed features of extensive activation. The burden of pro-inflammatory cytokines IL6 and IL8 in the broncho-alveolar environment is associated with clinical outcome


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