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Based on the data of the NIH-funded Human Connectome Project, we have computed structural connectomes of 426 human subjects in five different resolutions of 83, 129, 234, 463 and 1015 nodes and several edge weights. The graphs are given in…

Neurons and Cognition · Quantitative Biology 2016-10-07 Csaba Kerepesi , Balazs Szalkai , Balint Varga , Vince Grolmusz

Multimodal survival methods combining gigapixel histology whole-slide images (WSIs) and transcriptomic profiles are particularly promising for patient prognostication and stratification. Current approaches involve tokenizing the WSIs into…

Computer Vision and Pattern Recognition · Computer Science 2024-07-02 Andrew H. Song , Richard J. Chen , Guillaume Jaume , Anurag J. Vaidya , Alexander S. Baras , Faisal Mahmood

The effective visualization of genomic data is crucial for exploring and interpreting complex relationships within and across genes and genomes. Despite advances in developing dedicated bioinformatics software, common visualization tools…

Genomics · Quantitative Biology 2024-11-22 Thomas Hackl , Markus Ankenbrand , Bart van Adrichem , David Wilkins , Kristina Haslinger

Medical image computing software is essential for identifying imaging biomarkers that can support diagnosis, prognosis, treatment planning, and clinical research. However, the lack of standardized, user-friendly, and reproducible software…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Mohammad Salmanpour , Mehrdad Oveisi , Isaac Shiri , Arman Rahmim

Large language models (LLMs) have garnered significant attention due to their impressive natural language processing (NLP) capabilities. Recently, many studies have focused on the tool utilization ability of LLMs. They primarily…

Software Engineering · Computer Science 2024-12-06 Yue Huang , Jiawen Shi , Yuan Li , Chenrui Fan , Siyuan Wu , Qihui Zhang , Yixin Liu , Pan Zhou , Yao Wan , Neil Zhenqiang Gong , Lichao Sun

AI tools in pathology have improved screening throughput, standardized quantification, and revealed prognostic patterns that inform treatment. However, adoption remains limited because most systems still lack the human-readable reasoning…

Artificial Intelligence · Computer Science 2025-11-18 Yunqi Hong , Johnson Kao , Liam Edwards , Nein-Tzu Liu , Chung-Yen Huang , Alex Oliveira-Kowaleski , Cho-Jui Hsieh , Neil Y. C. Lin

The metabolic wiring of patient cells is altered drastically in many diseases, including cancer. Understanding the nature of such changes may pave the way for new therapeutic opportunities, as well as the development of personalized…

Molecular Networks · Quantitative Biology 2020-02-12 Ali Cakmak , M. Hasan Celik

Despite great advances, molecular cancer pathology is often limited to the use of a small number of biomarkers rather than the whole transcriptome, partly due to computational challenges. Here, we introduce a novel architecture of Deep…

Machine Learning · Statistics 2019-08-14 Behrooz Azarkhalili , Ali Saberi , Hamidreza Chitsaz , Ali Sharifi-Zarchi

Recent advances in computational pathology have led to the emergence of numerous foundation models. These models typically rely on general-purpose encoders with multi-instance learning for whole slide image (WSI) classification or apply…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Yuxuan Sun , Yixuan Si , Chenglu Zhu , Kai Zhang , Zhongyi Shui , Bowen Ding , Tao Lin , Lin Yang

Background: In silico drug-target interaction (DTI) prediction plays an integral role in drug repositioning: the discovery of new uses for existing drugs. One popular method of drug repositioning is network-based DTI prediction, which uses…

Artificial Intelligence · Computer Science 2017-11-02 Yiding Lu , Yufan Guo , Anna Korhonen

Honeytokens, decoy digital assets planted to detect and attribute unauthorised access, are a well-established primitive in cyber deception. Existing generation tools produce static, template-based tokens that lack organisational specificity…

Cryptography and Security · Computer Science 2026-05-06 Abraham Itzhak Weinberg

Melanoma diagnosed and treated in its early stages can increase the survival rate. A projected increase in skin cancer incidents and a dearth of dermatopathologists have emphasized the need for computational pathology (CPATH) systems. CPATH…

Image and Video Processing · Electrical Eng. & Systems 2023-11-07 Neel Kanwal , Roger Amundsen , Helga Hardardottir , Luca Tomasetti , Erling Sandoy Undersrud , Emiel A. M. Janssen , Kjersti Engan

The development and training of deep learning models have become increasingly costly and complex. Consequently, software engineers are adopting pre-trained models (PTMs) for their downstream applications. The dynamics of the PTM supply…

High-throughput "pathomic" analysis of Whole Slide Images (WSIs) offers new opportunities to study tissue characteristics and for biomarker discovery. However, the clinical relevance of the tissue characteristics at the micro- and…

Computer Vision and Pattern Recognition · Computer Science 2025-12-24 Yuechen Yang , Junlin Guo , Yanfan Zhu , Jialin Yue , Junchao Zhu , Yu Wang , Shilin Zhao , Haichun Yang , Xingyi Guo , Jovan Tanevski , Laura Barisoni , Avi Z. Rosenberg , Yuankai Huo

Background SAMtools and BCFtools are widely used programs for processing and analysing high-throughput sequencing data. Findings The first version appeared online twelve years ago and has been maintained and further developed ever since,…

The use of generative artificial intelligence (AI) models is becoming ubiquitous in many fields. Though progress continues to be made, general purpose large language AI models (LLM) show a tendency to deliver creative answers, often called…

Molecular Networks · Quantitative Biology 2025-07-08 Pranta Saha , Joyce Reimer , Brook Byrns , Connor Burbridge , Neeraj Dhar , Jeffrey Chen , Steven Rayan , Gordon Broderick

Many database resources, such as Reactome, collect manually annotated reactions, interactions, and pathways from peer-reviewed publications. The interactors (e.g., a protein), interactions, and pathways in these data resources are often…

Artificial Intelligence · Computer Science 2013-11-15 Yongqun He , Zoushuang Xiang

Information on protein-protein interactions (PPIs) not only advances our understanding of molecular biology but also provides important clues for target selection in drug discovery and the design of PPI inhibitors. One of the techniques…

Biomolecules · Quantitative Biology 2021-05-11 Masahito Ohue , Yutaka Akiyama

The vast amount of sequencing data presently available allow the scientific community to explore a range of genetic variables that may drive and progress cancer. A myriad of predictive tools has been proposed, allowing researchers and…

Genomics · Quantitative Biology 2023-03-31 Mona Nourbakhsh , Kristine Degn , Astrid Saksager , Matteo Tiberti , Elena Papaleo

Tool-calling agents are increasingly deployed in real-world customer-facing workflows. Yet most studies on tool-calling agents focus on idealized settings with general, fixed, and well-specified tasks. In real-world applications, user…

Computation and Language · Computer Science 2026-04-23 Ziyi Wang , Yuxuan Lu , Yimeng Zhang , Pei Chen , Ziwei Dong , Jing Huang , Jiri Gesi , Xianfeng Tang , Chen Luo , Qun Liu , Yisi Sang , Hanqing Lu , Manling Li , Jin Lai , Dakuo Wang