A histopathology image dataset for Johne's disease detection and research.

Data Brief

Department of Computer Engineering, Jordan University of Science and Technology, P.O. Box 3030 Irbid 22110 Jordan.

Published: October 2025


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

Johne's disease (paratuberculosis), caused by subspecies , is a chronic intestinal infection that affects ruminants and poses significant challenges for livestock health and management. Accurate and early diagnosis is of paramount importance for effective disease control, yet traditional histopathological assessment requires expert interpretation and remains subject to interobserver variability. In this paper, we present a curated dataset of histopathological slide images collected from tissue samples confirmed to be positive or negative for Johne's disease. The samples were processed and stained using standard hematoxylin and eosin (H&E) protocols, and the slides were digitized using a high-resolution microscope camera. Each image is annotated with a diagnostic label verified by a board-certified pathologist. The dataset is organized by disease status (i.e., positive vs. negative), which makes it useful for supervised machine learning applications, computer-aided diagnosis, and digital pathology research. In addition to supporting the development of automated detection systems, the dataset serves as a valuable educational resource for training veterinary pathology students in recognizing histological patterns associated with MAP infection. To the best of our knowledge, this is the first publicly available dataset of histopathology images dedicated to Johne's disease.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC12396303PMC
http://dx.doi.org/10.1016/j.dib.2025.111975DOI Listing

Publication Analysis

Top Keywords

johne's disease
16
positive negative
8
disease
6
dataset
5
histopathology image
4
image dataset
4
johne's
4
dataset johne's
4
disease detection
4
detection johne's
4

Similar Publications

A comparative study between milk- and serum-based antibody detection assays for Johne's disease in New Zealand dairy cattle.

Tuberculosis (Edinb)

August 2025

School of Agriculture & Environment, Massey University, Palmerston North 4442, New Zealand; Shreiber School of Veterinary Medicine, Rowan University, 1000 Gilbreth Parkway, Harrison Township, NJ, 08062, United States. Electronic address:

Dairy cattle are affected by Johne's disease. It is caused by Mycobacterium avium subspecies paratuberculosis (MAP). Suboptimal diagnostic tests add more to the productivity loss resulting from this disease.

View Article and Find Full Text PDF

Exploring the role of circulating microRNAs as potential diagnostic markers in Mycobacterium paratuberculosis.

Vet Ital

September 2025

Department of Biotechnology, Institute of Applied Sciences and Humanities, GLA University, Mathura, India.

Extracellular vesicles (EVs) are cell-derived and play a notable role in the development of chronic diseases and can be used as biomarkers as they transport microRNAs (miRNA). Existing research has found that most miRNA functions are carried out via intercellular transmission of EVs, which can protect and sort miRNAs. Early detection of disease is crucial for controlling the spread of the disease and improving livestock prognosis.

View Article and Find Full Text PDF

Johne's disease (paratuberculosis), caused by subspecies , is a chronic intestinal infection that affects ruminants and poses significant challenges for livestock health and management. Accurate and early diagnosis is of paramount importance for effective disease control, yet traditional histopathological assessment requires expert interpretation and remains subject to interobserver variability. In this paper, we present a curated dataset of histopathological slide images collected from tissue samples confirmed to be positive or negative for Johne's disease.

View Article and Find Full Text PDF

Disseminated Mycobacterium avium complex (DMAC) infection is a major AIDS-defining condition with diagnostic challenges due to nonspecific symptoms. This study, for the first time in Iran, aimed to discriminate MAC organisms in 100 HIV-positive patients directly from clinical specimens and assess their clinical significance, epidemiological characteristics, and associated risk factors through a detailed review of medical and demographic records. Clinical specimens (blood, sputum, and stool) were collected, and routine clinical evaluations were performed.

View Article and Find Full Text PDF

The Sultanate of Oman boasts remarkable biodiversity, exemplified by such species as the Arabian leopard () and the Arabian oryx (), national symbols that highlight the extensive conservation efforts required to protect the country's natural heritage. During decades, Omani authorities have taken significant measures to safeguard wildlife and preserve the natural environment. A sanctuary dedicated to the reintroduction of the Arabian Oryx, after extinction in nature in 1972, was established in 1980 in the Al Wusta Governorate under the patronage of the Royal Diwan and currently administrated by the recently established Environment Authority.

View Article and Find Full Text PDF