Next Article in Journal
Landmark-Based Geometric Morphometrics Approach to Unravel the Population Structure of the Bluefish (Pomatomus saltatrix) in Southeastern–South Brazil
Previous Article in Journal
Genomic and Phylogenetic Insights into the Hybridogenetic Origin of the Probably Extinct Iberian Endemic Squalius palaciosi
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Abstract

Image Analysis Criteria for the Macroscopic Assessment of Skin Healing in Atlantic Salmon †

1
Departamento de Zootecnia, School of Agricultural and Veterinary Sciences, University of Trás-os-Montes and Alto Douro, ECAV., 5000-801 Vila Real, Portugal
2
SPAROS Lda., 8700-221 Olhão, Portugal
3
RIASEARCH Lda., 3870-168 Murtosa, Portugal
4
CESAM—Centro de Estudos do Ambiente e do Mar, Departamento de Biologia, Universidade de Aveiro, 3810-193 Aveiro, Portugal
*
Author to whom correspondence should be addressed.
Presented at the XI Iberian Congress of Ichthyology, Vila Real, Portugal, 23–27 June 2026.
Presenting author (Poster Presentation).
Proceedings 2026, 146(1), 105; https://doi.org/10.3390/proceedings2026146105
Published: 22 June 2026
(This article belongs to the Proceedings of The XI Iberian Congress of Ichthyology)

Abstract

Introduction: Fish skin is the first line of defense against the aquatic environment, acting as a physical, chemical, and immunological barrier. In addition to preventing pathogen entry, the skin and its mucus contribute to osmoregulation, innate immunity, and redox balance. Skin lesions—caused by mechanical damage, parasites, environmental stress, or handling—disrupt this barrier, increasing susceptibility to infections, inflammation, and production losses. Thus, efficient skin regeneration is essential for fish welfare and performance. Nutrition plays a key role in this process by providing substrates for epithelial repair, immune function, and antioxidant defense. Among dietary factors, zinc (Zn) is particularly important due to its involvement in cell proliferation, enzymatic activity, and maintenance of skin integrity. Objective: Our objective is to assess the effectiveness of image-based analysis in quantifying the skin healing process in Atlantic salmon fed diets supplemented with zinc. Methodology: The trial comprised three dietary treatments: a control diet with 42 mg Zn per kg (D1), and two diets supplemented up to 120 mg/kg of zinc, derived from inorganic (D2) or organic (D3) forms. Pit-tagged fish with an initial body weight (78 ± 0.1 g) were fed the diets for 75 days. After 15 days of experimental feeding, a standardized wound lesion (2.5 mm diameter × 0.5 mm depth) was inflicted in deeply anesthetized fish, with a disposable biopsy punch, in the dorsal area. After wound infliction, the fish resumed their normal feeding regime for the rest of the trial days. The progression of skin wound healing was assessed using standardized digital image analysis. High-resolution photographs of individual wounds were collected 8, 16, 24 and 32 days post-wounding. All images were acquired under standardized conditions with the inclusion of ArUco identifiers to enable a subsequent computer-assisted comparison. Morphometric parameters (wound width, diameter, perimeter and area) were used to assess wound contraction and closure over time. In parallel, a semi-quantitative visual scoring system was applied to each wound image to capture qualitative aspects of healing that are not fully described by morphometric data alone. Results: Full data analysis is currently underway, but the first results show beneficial effects of dietary zinc supplementation on the skin regenerative process. Conclusions: The combined use of objective digital measurements and standardized visual scoring enabled a comprehensive evaluation of wound healing progress, bridging quantitative tissue remodeling with biologically relevant phenotypic outcomes. This image-based framework provides a sensitive and reproducible approach for assessing dietary interventions targeting skin regeneration and barrier restoration in Atlantic salmon.

Author Contributions

Conceptualization, R.R. and P.R.; methodology, J.L., R.R. and P.R.; investigation, J.L. and B.H.; data analysis, J.L., F.S., C.M. and P.R.; writing—original draft preparation, P.R.; writing—review and editing, R.R. and P.R.; funding acquisition, R.R. All authors have read and agreed to the published version of the manuscript.

Funding

This study received funding through the SKINs project, Operation No. 21638 (COMPETE2030-FEDER-02247200, ALGARVE-FEDER-02247200), co-financed by the European Union through the Algarve 2030 and COMPETE 2030 Operational Programs, within the framework of Portugal 2030. The funders were not involved in the study design, data collection, analysis or interpretation of data, manuscript preparation, or the decision to submit the work for publication.

Institutional Review Board Statement

The animal study protocol was approved by the Ethics Committee of RIASEARCH (protocol code SKAS01, approved on 2 April 2026).

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

Author Filipe Soares was employed by SPAROS Lda. Authors Cláudia Magalhães and Rui Rocha were employed by RIASEARCH Lda. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Leça, J.; Henriques, B.; Soares, F.; Magalhães, C.; Rocha, R.; Rema, P. Image Analysis Criteria for the Macroscopic Assessment of Skin Healing in Atlantic Salmon. Proceedings 2026, 146, 105. https://doi.org/10.3390/proceedings2026146105

AMA Style

Leça J, Henriques B, Soares F, Magalhães C, Rocha R, Rema P. Image Analysis Criteria for the Macroscopic Assessment of Skin Healing in Atlantic Salmon. Proceedings. 2026; 146(1):105. https://doi.org/10.3390/proceedings2026146105

Chicago/Turabian Style

Leça, João, Bruna Henriques, Filipe Soares, Cláudia Magalhães, Rui Rocha, and Paulo Rema. 2026. "Image Analysis Criteria for the Macroscopic Assessment of Skin Healing in Atlantic Salmon" Proceedings 146, no. 1: 105. https://doi.org/10.3390/proceedings2026146105

APA Style

Leça, J., Henriques, B., Soares, F., Magalhães, C., Rocha, R., & Rema, P. (2026). Image Analysis Criteria for the Macroscopic Assessment of Skin Healing in Atlantic Salmon. Proceedings, 146(1), 105. https://doi.org/10.3390/proceedings2026146105

Article Metrics

Back to TopTop