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Antibodies are a critical part of the immune system, having the function of directly neutralising or tagging undesirable objects (the antigens) for future destruction. Being able to predict which amino acids belong to the paratope, the…

Machine Learning · Statistics 2020-04-14 Andreea Deac , Petar Veličković , Pietro Sormanni

Histopathology serves as the gold standard in cancer diagnosis, with clinical reports being vital in interpreting and understanding this process, guiding cancer treatment and patient care. The automation of histopathology report generation…

Computer Vision and Pattern Recognition · Computer Science 2024-06-19 Zhengrui Guo , Jiabo Ma , Yingxue Xu , Yihui Wang , Liansheng Wang , Hao Chen

According to GHO (Global Health Observatory (GHO), the high prevalence of a large variety of diseases such as Ischaemic heart disease, stroke, lung cancer disease and lower respiratory infections have remained the top killers during the…

Artificial Intelligence · Computer Science 2020-09-17 Mayssa Ben Kahla , Dalel Kanzari , Ahmed Maalel

Alzheimer's disease (AD) has emerged as a progressively pervasive neurodegenerative disorder worldwide. Bile acids, synthesized in the liver and modified by the gut microbiota, play pivotal roles in diverse physiological processes, and…

Biological Physics · Physics 2023-10-12 Luan Hemi , Li Xuan , Liu Liang-Feng , Li Min , Zhang Wenyong , Luan Tiangang

Histopathology remains the gold standard for cancer diagnosis because it provides detailed cellular-level assessment of tissue morphology. However, manual histopathological examination is time-consuming, labour-intensive, and subject to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Ravi Mosalpuri , Mohammed Abdelsamea , Ahmed Karam Eldaly

Hemoglobin exhibits allosteric structural changes upon ligand binding due to the dynamic interactions between the ligand binding sites, the amino acids residues and some other solutes present under physiological conditions. In the present…

Chemical Physics · Physics 2012-10-15 Olaniyi K. Yusuff , Jonathan O. Babalola , Giovanni Bussi , Simone Raugei

Drying of biologically-relevant sessile droplets, including passive systems (like DNA and proteins), as well as active microbial systems comprising bacteria and algae, have garnered considerable attention over the last decades. Distinct…

Soft Condensed Matter · Physics 2023-11-07 Anusuya Pal , Amalesh Gope , Anupam Sengupta

Label-free approaches are attractive in cytological imaging due to their flexibility and cost efficiency. They are supported by machine learning methods, which, despite the lack of labeling and the associated lower contrast, can classify…

Computer Vision and Pattern Recognition · Computer Science 2023-11-27 Stefan Röhrl , Johannes Groll , Manuel Lengl , Simon Schumann , Christian Klenk , Dominik Heim , Martin Knopp , Oliver Hayden , Klaus Diepold

While most studies emphasize on certain aspects of Pathogen-Host Interactions (PHI), such as the preferential attachment of bacteria or virus to its human receptor homolog, studies have attempted to methodically classify interactions among…

Molecular Networks · Quantitative Biology 2016-09-13 S. Chatterjee , B. S. Sanjeev

The development of therapeutic antibodies heavily relies on accurate predictions of how antigens will interact with antibodies. Existing computational methods in antibody design often overlook crucial conformational changes that antigens…

Quantitative Methods · Quantitative Biology 2025-03-05 Cheng Tan , Yijie Zhang , Zhangyang Gao , Yufei Huang , Haitao Lin , Lirong Wu , Fandi Wu , Mathieu Blanchette , Stan. Z. Li

Cancer diagnosis, prognosis, and therapeutic response prediction are heavily influenced by the relationship between the histopathological structures and the function of the tissue. Recent approaches acknowledging the structure-function…

Some prokaryotes possess CRISPR-Cas systems that provide adaptive immunity to viruses guided by DNA segments called spacers acquired from invading phage. However, the patchy incidence and limited memory breadth of CRISPR-Cas systems suggest…

Populations and Evolution · Quantitative Biology 2023-12-27 Hanrong Chen , Andreas Mayer , Vijay Balasubramanian

Instance segmentation of nuclei and glands in the histology images is an important step in computational pathology workflow for cancer diagnosis, treatment planning and survival analysis. With the advent of modern hardware, the recent…

Image and Video Processing · Electrical Eng. & Systems 2022-12-27 Esha Sadia Nasir , Arshi Perviaz , Muhammad Moazam Fraz

Immunohistochemistry (IHC) is essential for assessing specific immune biomarkers like Human Epidermal growth-factor Receptor 2 (HER2) in breast cancer. However, the traditional protocols of obtaining IHC stains are resource-intensive,…

Image and Video Processing · Electrical Eng. & Systems 2026-04-10 Aasim Bin Saleem , Amr Ahmed , Ardhendu Behera , Hafeezullah Amin , Iman Yi Liao , Mahmoud Khattab , Pan Jia Wern , Haslina Makmur

Predicting the response of a specific cancer to a therapy is a major goal in modern oncology that should ultimately lead to a personalised treatment. High-throughput screenings of potentially active compounds against a panel of genomically…

The scarcity of labeled data is a major bottleneck for developing accurate and robust deep learning-based models for histopathology applications. The problem is notably prominent for the task of metastasis detection in lymph nodes, due to…

Image and Video Processing · Electrical Eng. & Systems 2021-09-21 Apostolia Tsirikoglou , Karin Stacke , Gabriel Eilertsen , Jonas Unger

With the increase in the use of deep learning for computer-aided diagnosis in medical images, the criticism of the black-box nature of the deep learning models is also on the rise. The medical community needs interpretable models for both…

Image and Video Processing · Electrical Eng. & Systems 2020-12-21 Mookund Sureka , Abhijeet Patil , Deepak Anand , Amit Sethi

Tumour heterogeneity is increasingly recognized as a major obstacle to therapeutic success across neuro-oncology. Gliomas are characterised by distinct combinations of genetic and epigenetic alterations, resulting in complex interactions…

Efficient and precise quantification of lymphocytes in histopathology slides is imperative for the characterization of the tumor microenvironment and immunotherapy response insights. We developed a data-centric optimization pipeline that…

Image and Video Processing · Electrical Eng. & Systems 2024-05-24 Amine Marzouki , Zhuxian Guo , Qinghe Zeng , Camille Kurtz , Nicolas Loménie

Hodgkin lymphoma is an unusual type of lymphoma, arising from malignant B-cells. Morphological and immunohistochemical features of malignant cells and their distribution differ from other cancer types. Based on systematic tissue image…

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