paper-with-me

홈 › Papers

Antibiotic-dependent instability of homeostatic plasticity for growth and environmental load

2022-11-27 · Shunnosuke Okada, Yudai Inabu, Hirokuni Miyamoto, Kenta Suzuki, Tamotsu Kato, Atsushi Kurotani, Yutaka Taguchi, Ryoichi Fujino, Yuji Shiotsuka, Tetsuji Etoh, Naoko Tsuji, Makiko Matsuura, Arisa Tsuboi, Akira Saito, Hiroshi Masuya, Jun Kikuchi, Hiroshi Ohno, Hideyuki Takahashi

Reducing antibiotic usage in livestock animals has become an urgent issue worldwide to prevent antimicrobial resistance. Here, abuse of chlortetracycline (CTC), a versatile antibacterial agent, on the performance, blood components, fecal microbiota, and organic acid concentration in calves was investigated. Japanese Black calves were fed milk replacer containing CTC at 10 g/kg (CON) or 0 g/kg (EXP). Growth performance was not affected by CTC administration. However, CTC administration altered the correlation between fecal organic acids and bacterial genera. Machine learning methods such as association analysis, linear discriminant analysis, and energy landscape analysis revealed that CTC administration affected according to certain rules the population of various types of fecal bacteria. It is particularly interesting that the population of several methane-producing bacteria was high in the CON, and that of Lachnospiraceae, a butyrate-producing bacteria, was high in the EXP at 60 d of age. Furthermore, statistical causal inference based on machine learning data estimated that CTC treatment affects the entire intestinal environment, inhibiting butyrate production for growth and biological defense, which may be attributed to methanogens in feces. Thus, these observations highlight the multiple harmful impacts of antibiotics on intestinal health and the potential production of greenhouse gas in the calves.

📄 PDF Abstract BibTeX arXiv:2211.14718

Code (0)

등록된 구현이 없습니다.

Tasks

Causal Inference

Similar Papers 제목 키워드 기반

Predicting the dynamics of bacterial growth inhibition by ribosome-targeting antibiotics

2017-01-13

Understanding how antibiotics inhibit bacteria can help to reduce antibiotic use and hence avoid antimicrobial resistance - yet few theoretical models exist for bacterial growth inhibition by a clinically relevant antibi…

Homeostatic Kinematic Growth Model for Arteries -- Residual Stresses and Active Response

2025-02-27 · Klemens Uhlmann, Daniel Balzani

A simple kinematic growth model for muscular arteries is presented which allows the incorporation of residual stresses such that a homeostatic in-vivo stress state under physiological loading is obtained. To this end, ne…

Sleep-Based Homeostatic Regularization for Stabilizing Spike-Timing-Dependent Plasticity in Recurrent Spiking Neural Networks

2026-01-13 · Andreas Massey, Aliaksandr Hubin, Stefano Nichele, Solve Sæbø arxiv

Spike-timing-dependent plasticity (STDP) provides a biologically-plausible learning mechanism for spiking neural networks (SNNs); however, Hebbian weight updates in architectures with recurrent connections suffer from pa…

A biological gradient descent for prediction through a combination of STDP and homeostatic plasticity

2012-06-21 · Mathieu Galtier, Gilles Wainrib

Identifying, formalizing and combining biological mechanisms which implement known brain functions, such as prediction, is a main aspect of current research in theoretical neuroscience. In this letter, the mechanisms of …

Associative properties of structural plasticity based on firing rate homeostasis in recurrent neuronal networks

2018-02-24

Correlation-based Hebbian plasticity is thought to shape neuronal connectivity during development and learning, whereas homeostatic plasticity would stabilize network activity. Here we investigate another, new aspect of …