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Foy BH, Stefely JA, Bendapudi PK, Hasserjian RP, Al-Samkari H, Louissaint A, Fitzpatrick MJ, Hutchison B, Mow C, Collins J, Patel HR, Patel CH, Patel N, Ho SN, Kaufman RM, Dzik WH, Higgins JM, Makar RS. Computer vision quantitation of erythrocyte shape abnormalities provides diagnostic, prognostic, and mechanistic insight. Blood Adv 2023; 7:4621-4630. [PMID: 37146262 PMCID: PMC10448422 DOI: 10.1182/bloodadvances.2022008967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 04/07/2023] [Accepted: 04/10/2023] [Indexed: 05/07/2023] Open
Abstract
Examination of red blood cell (RBC) morphology in peripheral blood smears can help diagnose hematologic diseases, even in resource-limited settings, but this analysis remains subjective and semiquantitative with low throughput. Prior attempts to develop automated tools have been hampered by their poor reproducibility and limited clinical validation. Here, we present a novel, open-source machine-learning approach (denoted as RBC-diff) to quantify abnormal RBCs in peripheral smear images and generate an RBC morphology differential. RBC-diff cell counts showed high accuracy for single-cell classification (mean AUC, 0.93) and quantitation across smears (mean R2, 0.76 compared with experts, interexperts R2, 0.75). RBC-diff counts were concordant with the clinical morphology grading for 300 000+ images and recovered the expected pathophysiologic signals in diverse clinical cohorts. Criteria using RBC-diff counts distinguished thrombotic thrombocytopenic purpura and hemolytic uremic syndrome from other thrombotic microangiopathies, providing greater specificity than clinical morphology grading (72% vs 41%; P < .001) while maintaining high sensitivity (94% to 100%). Elevated RBC-diff schistocyte counts were associated with increased 6-month all-cause mortality in a cohort of 58 950 inpatients (9.5% mortality for schist. >1%, vs 4.7% for schist; <0.5%; P < .001) after controlling for comorbidities, demographics, clinical morphology grading, and blood count indices. RBC-diff also enabled the estimation of single-cell volume-morphology distributions, providing insight into the influence of morphology on routine blood count measures. Our codebase and expert-annotated images are included here to spur further advancement. These results illustrate that computer vision can enable rapid and accurate quantitation of RBC morphology, which may provide value in both clinical and research contexts.
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Affiliation(s)
- Brody H. Foy
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Department of Systems Biology, Harvard Medical School, Boston, MA
| | - Jonathan A. Stefely
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Blood Transfusion Service, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Pavan K. Bendapudi
- Blood Transfusion Service, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Division of Hematology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Robert P. Hasserjian
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Hanny Al-Samkari
- Division of Hematology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Abner Louissaint
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Megan J. Fitzpatrick
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Bailey Hutchison
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Christopher Mow
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Mass General Brigham Enterprise Research IS, Boston, MA
| | - Julia Collins
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Hasmukh R. Patel
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Chhaya H. Patel
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Nikita Patel
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Samantha N. Ho
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Richard M. Kaufman
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
| | - Walter H. Dzik
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Blood Transfusion Service, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - John M. Higgins
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Department of Systems Biology, Harvard Medical School, Boston, MA
| | - Robert S. Makar
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Blood Transfusion Service, Massachusetts General Hospital, Harvard Medical School, Boston, MA
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Jensen JLS, Hviid CVB, Hvas CL, Christensen S, Hvas AM, Larsen JB. Platelet Function in Acute Kidney Injury: A Systematic Review and a Cohort Study. Semin Thromb Hemost 2022. [PMID: 36174606 DOI: 10.1055/s-0042-1757167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
Acute kidney injury (AKI) patients have increased bleeding risk, which could be partially due to acquired platelet dysfunction. We conducted a systematic review and a cohort study to investigate platelet function and count in AKI and their association with AKI-related bleeding and mortality. Through a systematic literature search in PubMed and Embase, we identified 9 studies reporting platelet function and 56 studies reporting platelet count or platelet indices in AKI patients. Overall, platelet aggregation was reduced in AKI patients in nonintensive care unit (ICU) settings but not in ICU settings, except that reduced aggregation was associated with renal replacement therapy. Thrombocytopenia in AKI was frequent and often predictive of mortality. In our cohort study, we prospectively included 54 adult ICU patients who developed AKI within 24 hours of ICU admission and 33 non-AKI ICU controls. Platelet function was measured with light transmission aggregometry and flow cytometry. AKI patients bled more frequently than non-AKI patients (p = 0.04), and bleeding was associated with increased 30-day mortality in AKI (p = 0.02). However, platelet function was not different between AKI and non-AKI patients (aggregation: all p > 0.52; flow cytometry: all p > 0.07) and platelet function was not associated with bleeding in AKI. In conclusion, a reduced platelet count is frequent in AKI, but the literature on platelet function in AKI is sparse. In a cohort study, we demonstrated that patients with AKI within 24 hours of ICU admission exhibited increased bleeding tendency but this was not associated with reduced platelet function.
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Affiliation(s)
| | - Claus Vinter Bødker Hviid
- Department of Clinical Biochemistry, Thrombosis and Haemostasis Research Unit, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Biochemistry, Aalborg University Hospital, Aalborg, Denmark
| | - Christine Lodberg Hvas
- Department of Anaesthesiology and Intensive Care, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Steffen Christensen
- Department of Anaesthesiology and Intensive Care, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Anne-Mette Hvas
- Department of Clinical Biochemistry, Thrombosis and Haemostasis Research Unit, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Julie Brogaard Larsen
- Department of Clinical Biochemistry, Thrombosis and Haemostasis Research Unit, Aarhus University Hospital, Aarhus, Denmark
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Noutsos T, Currie BJ, Wijewickrama ES, Isbister GK. Snakebite Associated Thrombotic Microangiopathy and Recommendations for Clinical Practice. Toxins (Basel) 2022; 14:57. [PMID: 35051033 DOI: 10.3390/toxins14010057] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/11/2022] [Accepted: 01/12/2022] [Indexed: 01/05/2023] Open
Abstract
Snakebite is a significant and under-resourced global public health issue. Snake venoms cause a variety of potentially fatal clinical toxin syndromes, including venom-induced consumption coagulopathy (VICC) which is associated with major haemorrhage. A subset of patients with VICC develop a thrombotic microangiopathy (TMA). This article reviews recent evidence regarding snakebite-associated TMA and its epidemiology, diagnosis, outcomes, and effectiveness of interventions including antivenom and therapeutic plasma-exchange. Snakebite-associated TMA presents with microangiopathic haemolytic anaemia (evidenced by schistocytes on the blood film), thrombocytopenia in almost all cases, and a spectrum of acute kidney injury (AKI). A proportion of patients require dialysis, most survive and achieve dialysis free survival. There is no evidence that antivenom prevents TMA specifically, but early antivenom remains the mainstay of treatment for snake envenoming. There is no evidence for therapeutic plasma-exchange being effective. We propose diagnostic criteria for snakebite-associated TMA as anaemia with >1.0% schistocytes on blood film examination, together with absolute thrombocytopenia (<150 × 109/L) or a relative decrease in platelet count of >25% from baseline. Patients are at risk of long-term chronic kidney disease and long term follow up is recommended.
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Zini G, d'Onofrio G, Erber WN, Lee SH, Nagai Y, Basak GW, Lesesve JF. 2021 update of the 2012 ICSH Recommendations for identification, diagnostic value, and quantitation of schistocytes: Impact and revisions. Int J Lab Hematol 2021; 43:1264-1271. [PMID: 34431220 DOI: 10.1111/ijlh.13682] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 07/28/2021] [Accepted: 08/04/2021] [Indexed: 12/26/2022]
Abstract
In 2012, the International Council for Standardization in Hematology (ICSH) published recommendations for the identification, quantitation, and diagnostic value of schistocytes. In the present review, the impact of these recommendations is evaluated. This work is based on citations in peer-reviewed papers published since 2012. The first 2012 ICSH Recommendations have also been revised to incorporate newly published data in the literature and current best laboratory practice. Recommended reference ranges have been proposed for healthy adults and full-term neonates of 1% or less schistocytes. More than 1% of morphologically identified schistocytes on the blood film are considered suspicious for thrombotic microangiopathy. For preterm infants, a normal level of 5% or less is recommended. The fragment red cell count (FRC) generated by some automated hematological analyzers provides a valuable screening tool for the presence of schistocytes. Specifically, the absence of FRCs can be used as a valuable parameter to exclude the presence of schistocytes on the blood film. The validity and usefulness of microscope schistocytes and automated FRCs, respectively, are discussed in the context of the laboratory diagnostic tests used for thrombotic microangiopathies.
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Affiliation(s)
- Gina Zini
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.,Università Cattolica del Sacro Cuore, Rome, Italy
| | | | - Wendy N Erber
- School of Biomedical Sciences, The University of Western Australia, Perth, WA, Australia
| | - Szu-Hee Lee
- St George Hospital, University of New South Wales, Sydney, NSW, Australia
| | - Yutaka Nagai
- Faculty of Clinical Laboratory, Kansai University of Health Sciences, Osaka, Japan
| | - Grzegorz W Basak
- Department of Haematology, Transplantation and Internal Medicine, The Medical University of Warsaw, Warsaw, Poland.,Transplant Complications Working Party, European Society for Blood and Marrow Transplantation, Warsaw, Poland
| | - Jean-François Lesesve
- Service d'Hématologie Biologique, Centre Hospitalier Régional Universitaire de Nancy, and U1256 INSERM, Université de Lorraine, Lorraine, France
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