Preprint Article Version 1 Preserved in Portico This version is not peer-reviewed

Painless Artificial Intelligence Point-of-Care hemogram diagnosis in Companion Animals

Version 1 : Received: 30 December 2023 / Approved: 30 December 2023 / Online: 3 January 2024 (03:51:42 CET)

How to cite: Barroso, T.G.; Costa, J.M.; Gregório, A.H.; Martins, R.C. Painless Artificial Intelligence Point-of-Care hemogram diagnosis in Companion Animals. Preprints 2024, 2024010036. https://doi.org/10.20944/preprints202401.0036.v1 Barroso, T.G.; Costa, J.M.; Gregório, A.H.; Martins, R.C. Painless Artificial Intelligence Point-of-Care hemogram diagnosis in Companion Animals. Preprints 2024, 2024010036. https://doi.org/10.20944/preprints202401.0036.v1

Abstract

Quantification of erythrocytes and leukocytes is an essential aspect of hemogram diagno- 23 sis in Veterinary Medicine. Flow cytometry analysis, laser scattering, and impedance detection are 24 standard laboratory techniques, verified by manual microscopy counting. Although single-cell scat- 25 tering is already used as a standard technology for differentiating cell counts in flow cytometry, it 26 requires capillary cell separation. The current study investigates the scattering characteristics of 27 whole blood to identify correlations with erythrocytes and leukocytes counts. The scattering infor- 28 mation present in blood samples can be classified into three types: i) geometrical scattering, which 29 occurs when non-absorbed light is reflected and scattered, ii) Mie scattering, which happens when 30 light is scattered by particles of a similar size to the wavelength, and iii) Rayleigh scattering, which occurs when light is scattered by particles that are smaller than the incident light wavelength. In 32 this study, we investigate the scattering correction coefficients of dog blood absorption spectra in 33 the visible-near infrared range, to establish direct correlations with erythrocytes and leukocytes 34 counts, using multivariate linear regression. Our findings demonstrate the possibility of using the 35 scattering properties of dog blood, which is a step towards the existence of a portable and miniatur- 36 ized hemogram diagnosis in Veterinary Clinics worldwide.

Keywords

Point-of-care; Spectroscopy; Dog, Hemogram; Diagnosis; Painless; Reagentless; Ani- 38 mal Welfare; Artificial Intelligence.

Subject

Medicine and Pharmacology, Veterinary Medicine

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