Search bioRxiv⌕ Search

Biology subjects

Macintosh, C.

Publications and source records attributed to Macintosh, C..

2 recordsLinked to original sources

Unveiling Candidate Drivers in Cancer Progression Using Somatic-IV Analysis

MotivationIdentifying causal drivers of cancer progression is crucial for developing effective anti-cancer therapies. However, disentangling causality from correlation remains challenging due to confounding factors within the complex genetic and transcriptomic landscapes of cancer. ResultsTo address this challenge, we introduce the Somatic Instrumental Variable analysis (Somatic-IV), which integrates genetic, transcriptomic, and clinical outcome data to identify candidate driver genes likely playing a causal role in disease progression. Somatic-IV estimates genetic-exposure and genetic-outcome associations, utilizing MR-Egger regression to estimate bias-reduced causal effects. We assessed the statistical properties and performance of Somatic-IV through a simulation study and demonstrated its utility in pancreatic adenocarcinoma (PDAC) and colorectal cancer (CRC). Our analysis identified ZBED2 and CSNK2A2 as likely drivers of PDAC and CRC cancer progression, respectively. Somatic-IV is a novel approach for generating target hypotheses and guiding the development of effective therapies for cancer patients. Availability and implementationThe Somatic-IV package is available at: https://github.com/wzhang1984/Somatic_IV_package

bioinformatics↗

Bioassemblying Macro-Scale, Lumnized Airway Tubes of Defined Shape via Multi-Organoid Patterning and Fusion

Epithelial, stem-cell derived organoids are ideal building blocks for tissue engineering, however, scalable and shape-controlled bioassembly of epithelial organoids into larger and anatomical structures has yet to be achieved. Here, a robust organoid engineering approach, Multi-Organoid Patterning and Fusion (MOrPF), is presented to assemble individual airway organoids of different sizes into upscaled, scaffold-free airway tubes with pre-defined shapes. Multi-Organoid Aggregates (MOAs) undergo accelerated fusion in a matrix-depleted, free-floating environment, possess a continuous lumen and maintain prescribed shapes without an exogenous scaffold interface. MOAs in the floating culture exhibit a well-defined three-stage process of inter-organoid surface integration, luminal material clearance and lumina connection. The observed shape stability of patterned MOAs is confirmed by theoretical modelling based on organoid morphology and the physical forces involved in organoid fusion. Immunofluorescent characterization shows that fused MOA tubes possess an unstratified epithelium consisting mainly of tracheal basal stem cells. By generating large, shape-controllable organ tubes, MOrPF enables upscaled organoid engineering towards integrated organoid-devices and structurally complex organ tubes.

bioengineering↗