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Data-centric artificial intelligence: A survey
Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler
of its great success is the availability of abundant and high-quality data for building machine …
of its great success is the availability of abundant and high-quality data for building machine …
I-TASSER-MTD: a deep-learning-based platform for multi-domain protein structure and function prediction
Most proteins in cells are composed of multiple folding units (or domains) to perform
complex functions in a cooperative manner. Relative to the rapid progress in single-domain …
complex functions in a cooperative manner. Relative to the rapid progress in single-domain …
The person-to-person transmission landscape of the gut and oral microbiomes
The human microbiome is an integral component of the human body and a co-determinant
of several health conditions,. However, the extent to which interpersonal relations shape the …
of several health conditions,. However, the extent to which interpersonal relations shape the …
OpenFold: Retraining AlphaFold2 yields new insights into its learning mechanisms and capacity for generalization
AlphaFold2 revolutionized structural biology with the ability to predict protein structures with
exceptionally high accuracy. Its implementation, however, lacks the code and data required …
exceptionally high accuracy. Its implementation, however, lacks the code and data required …
Extending and improving metagenomic taxonomic profiling with uncharacterized species using MetaPhlAn 4
Metagenomic assembly enables new organism discovery from microbial communities, but it
can only capture few abundant organisms from most metagenomes. Here we present …
can only capture few abundant organisms from most metagenomes. Here we present …
AlphaFold2 and its applications in the fields of biology and medicine
Z Yang, X Zeng, Y Zhao, R Chen - Signal Transduction and Targeted …, 2023 - nature.com
Abstract AlphaFold2 (AF2) is an artificial intelligence (AI) system developed by DeepMind
that can predict three-dimensional (3D) structures of proteins from amino acid sequences …
that can predict three-dimensional (3D) structures of proteins from amino acid sequences …
ProtGPT2 is a deep unsupervised language model for protein design
Protein design aims to build novel proteins customized for specific purposes, thereby
holding the potential to tackle many environmental and biomedical problems. Recent …
holding the potential to tackle many environmental and biomedical problems. Recent …
Learning inverse folding from millions of predicted structures
We consider the problem of predicting a protein sequence from its backbone atom
coordinates. Machine learning approaches to this problem to date have been limited by the …
coordinates. Machine learning approaches to this problem to date have been limited by the …
Variability of strain engraftment and predictability of microbiome composition after fecal microbiota transplantation across different diseases
Fecal microbiota transplantation (FMT) is highly effective against recurrent Clostridioides
difficile infection and is considered a promising treatment for other microbiome-related …
difficile infection and is considered a promising treatment for other microbiome-related …
[HTML][HTML] An expanded arsenal of immune systems that protect bacteria from phages
Bacterial anti-phage systems are frequently clustered in microbial genomes, forming
defense islands. This property enabled the recent discovery of multiple defense systems …
defense islands. This property enabled the recent discovery of multiple defense systems …