INTERPRETATION OF MEDICAL IMAGES: END OF SUBJECTIVITY?

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Almeida, A 1 ; Vieira, L 1,2,3 ; Figueiredo, S 1 ; Rodrigues, J.A 2,4 1: ESTeSL - Escola Superior de Tecnologia da Saúde de Lisboa, Av. D. João II, Lote 4.69.01, 1990-096 Lisboa, Portugal. 2: GI-MOSM, ADEM, ISEL - Grupo de Investigação em Modelação e Optimização de Sistemas Multifuncionais, Rua Conselheiro Emídio Navarro, 1, 1959-007 Lisboa, Portugal. 3: Instituto de Biofísica e Engenharia Biomédica, Faculdade de Ciências da Universidade de Lisboa, Lisboa, Portugal. 4: ISEL - Instituto Superior de Engenharia de Lisboa, Rua Conselheiro Emídio Navarro, 1, 1959-007 Lisboa, Portugal.

1. INTRODUCTION Informatics has enabled the development of numerous applications in the area of Medicine. In medical environments, there are a lot of software that allow a multiplicity of tasks such as: storage / retrieval of textual information of patients, processing and analysis of medical images. Fonte: J. S. Duncan et. Al (2000) for a image to be really useful, it is necessary to understand what is represented in it. In computer science terms, it means understanding and describing the content of the image. In order to reach this level of understanding, it is necessary for each type of image to establish the relevant aspects that must be analyzed.

1. INTRODUCTION Among the numerous medical images.. 1. RENAL SCINTIGRAPHY 2. BLOOD SMEARS

2. Objective To describe the importance of blood smears images, and the renal scintigraphy, in clinic diagnosis and to describe the relevant aspects that must be analyzed in such images, taking into account the reduction of the subjectivity and variability in the interpretation of the findings.

3. RENAL SCINTIGRAPHY Nuclear Medicine image-based examination, which allows the study of kidney, by intravenous administration of a radiopharmaceutical ( 99m Tc-DMSA*): Size; Morphology Location; Evaluation of the renal cortex mass From: http://www.gruporph.com.br/www/images/prod/02.png * 99m Tc-DMSA -Dimercaptosuccinic Acid labeled by Technetium-99m Renal scintigraphy with 99m Tc-DMSA Posterior (left) and Anterior (right)

3. RENAL SCINTIGRAPHY 99m Tc-DMSA scintigraphy is nowadays recommended as the technique of choice for evaluation of renal sequelae, revealing a higher sensitivity than ultrasound and intravenous Planar-image 99m Tc-DMSA is the gold urography, in acute and chronic pyelonephritis. Piepsz, 2009 standard for the diagnosis of acute pyelonephritis and renal scars, especially relevant within the pediatric population. Sampedro, 2017

3.RENAL SCINTIGRAPHY Estimation of Clinical Quantitative Parameters: Kidneys ROIs* Relative Renal Function (RRF) - 99m Tc-DMSA renal uptake The geometric mean (GM) method is used more often and it is also usually considered as more valid to compensate kidney depth. Chroustová, 2016 Background ROIs *ROI- regions of interest Renal scintigraphy Image in Posterior

3.RENAL SCINTIGRAPHY Segmentation and quantification renal damage Traditional segmentation methods generally stance difficulties due to the renal scintigraphy images, followed by noise. ( ) Some mathematical methods based on morphology, such as gradient based methods, and intensity threshold techniques tend to provide unsatisfactory segmentation results. Marcuzzo, 2007 Renal scintigraphy with 99m Tc-DMSA Posterior (left) and Anterior (right)

4. BLOOD SMEARS Microscopic examinations of blood smears remain the gold standard for laboratory confirmation in same pathologies, such as malaria, and is an important tool in the diagnostic of other diseases as leukemia and anemia.

4. BLOOD SMEARS Blood smear with Leishman stained Source: http://lecannabiculteur.free.fr/sites/univ%20w.australia/mb140/corepages/blood/blood2.htm

4. BLOOD SMEARS Automated analyzers for complete blood count based in three techniques: (1) Coulter principle - based on cell conductivity; (2) Light scatter (3) Flow cytometry.

4. BLOOD SMEARS

4. BLOOD SMEARS

4. BLOD SMEARS

4. BLOOD SMEARS

5. FINAL CONSIDERATIONS Interpretation of either blood smears or renal scintigraphy is associated with training and expertise. These are allied to the subjectivity of the observer, being a limitation in the quality and reproducibility of the results.

Thank you for your attention! The authors wish to acknowledge the financial support of Projects IPL: IPL/2016/CardiaCor_ESTeSL and V2MIP, IDI& CA-IPL 2017.