This repository contains the custom analysis scripts and workflow materials supporting the manuscript entitled “Machine learning identifies plasma-derived exosomal miRNAs associated with low muscle mass in Tibetan patients with rheumatoid arthritis.” The archived files include scripts for differential expression analysis, functional enrichment analysis, Random Forest feature selection, support vector machine–recursive feature elimination (SVM-RFE), XGBoost feature selection, and nomogram construction and internal evaluation. The scripts document the project-specific analytical workflow implemented using established third-party software and packages. No new algorithm or standalone software package was developed. These materials are provided to facilitate transparency and reproducibility of the principal analyses reported in the manuscript.
Analysis code, result tables, and figures for a time-of-flight secondary ion mass spectrometry (ToF-SIMS) machine-learning study of a mammary tumor-associated multi-ion signature and its detectability across biological samples in the MMTV-PyMT mouse model of breast cancer. Accomp…
Data and reproduction package for "Convex temperature damage to global food production, concentrated in drought years and summer-dry economies" (Leirvik, Nature Food). This deposit contains the processed analytical dataset, all intermediate data files, and the analysis scripts ne…
Interactive Data Viewer: Read, View, and Print from Day 1 Use our fully interactive viewer to view, read, and print this research data right from Day 1: https://pathmap.org/viewer.php?id=84 Artificial General Intelligence LLC Claim Evaluated: SOD1 Research July 2026 This dataset…
Code and derived results for a study of whether the chemical transformations thatgenerate activity cliffs on one protein kinase predict cliffs on another. Matched molecular pairs were constructed from measured Ki and Kd binding affinitiesretrieved from ChEMBL (release 37) for 20…
# Land Subsidence Susceptibility Mapping and Screening-Level Relative Sea Level Change Scenarios for the Nigerian Coastal Zone Analysis code and derived data layers for the manuscript: > Ugwu, O. J., Njoku, R. E., Ahuchaogu, E. U., \& Uzoeshi, S. M. (2026).> \*Land Subsidence Sus…
Background. Consolidation of dental practice into multi-site groups and dental support organizations (DSOs) is widely described as the dominant structural trend in U.S. dentistry, yet the most recent primary data release characterizing practice scale — the American Dental Associa…