Evidence map›Paper›PMID 39596357›Full record

ArticleInternational journal of molecular sciences2024

Accompanying Hemoglobin Polymerization in Red Blood Cells in Patients with Sickle Cell Disease Using Fluorescence Lifetime Imaging.

Fernanda Aparecida Borges da Silva, João Batista Florindo, Amilcar Castro de Mattos, Fernando Ferreira Costa, Irene Lorand-Metze, Konradin Metze

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Fernanda Aparecida Borges da SilvaDepartments of Pathology and Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Campinas 13083-887, Brazil.ORCID 0000-0002-6228-1237
João Batista FlorindoInstitute of Mathematics, Statistics, and Scientific Computing, State University of Campinas, Campinas 13083-888, Brazil.ORCID 0000-0002-0071-0227
Amilcar Castro de MattosDepartments of Pathology and Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Campinas 13083-887, Brazil.ORCID 0000-0002-8547-3530
Fernando Ferreira CostaDepartment of Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Campinas 13083-859, Brazil.
Irene Lorand-MetzeDepartment of Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Campinas 13083-859, Brazil.ORCID 0000-0002-6516-1265
Konradin MetzeDepartments of Pathology and Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Campinas 13083-887, Brazil.ORCID 0000-0003-0742-8846

Funding

Fundação de Amparo à Pesquisa do Estado de São Paulo 2020/09838-0National Council for Scientific and Technological Development 306030/2019- 5 ,306981/2022-0, 304271/2020-9,308192/2022-2
6 · The paper itself

Abstract

In recent studies, it has been shown that fluorescence lifetime imaging (FLIM) may reveal intracellular structural details in unstained cytological preparations that are not revealed by standard staining procedures. The aim of our investigation was to examine whether FLIM images could reveal areas suggestive of polymerization in red blood cells (RBCs) of sickle cell disease (SCD) patients. We examined label-free blood films using auto-fluorescence FLIM images of 45 SCD patients and compared the results with those of 27 control persons without hematological disease. All control RBCs revealed homogeneous cytoplasm without any foci. Rounded non-sickled RBCs in SCD showed between zero and three small intensively fluorescent dots with higher lifetime values. In sickled RBCs, we found additionally larger irregularly shaped intensively fluorescent areas with increased FLIM values. These areas were interpreted as equivalent to polymerized hemoglobin. The rounded, non-sickled RBCs of SCD patients with homogeneous cytoplasm were not different from those of the erythrocytes of control patients in light microscopy. Yet, variables from the local binary pattern-transformed matrix of the FLIM values per pixel showed significant differences between non-sickled RBCs and those of control cells. In a linear discriminant analysis, using local binary pattern-transformed texture features (mean and entropy) of the erythrocyte cytoplasm of normal appearing cells, the final model could distinguish between SCD patients and control persons with an accuracy of 84.7% of the patients. When the classification was based on the examination of a single rounded erythrocyte, an accuracy of 68.5% was achieved. Employing the Linear Discriminant Analysis classifier method for machine learning, the accuracy was 68.1%. We believe that our study shows that FLIM is able to disclose the topography of the intracellular polymerization process of hemoglobin in sickle cell disease and that the images are compatible with the theory of the two-step nucleation. Furthermore, we think that the presented technique may be an interesting tool for the investigation of therapeutic inhibition of polymerization.

Indexed as

Anemia, Sickle CellErythrocytesPolymerizationAdolescentAdultChildFemaleHemoglobinsHumansMaleMiddle AgedOptical ImagingYoung AdultHemoglobinsauto-fluorescencefluorescence lifetime imaginghemoglobinmachine learningpolymerization

Identifiers

PMID39596357
PMCPMC11594999

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.