Biomedical data are becoming increasingly multimodal and thereby capture the underlying
complex relationships among biological processes. Deep learning (DL)-based data fusion …

The use of vaccines have resulted in a remarkable improvement in global health. It has
saved several lives, reduced treatment costs and raised the quality of animal and human …

The acquisition of cancer hallmarks requires molecular alterations at multiple levels
including genome, epigenome, transcriptome, proteome, and metabolome. In the past …

Proteomics has become an important field in molecular sciences, as it provides valuable
information on the identity, expression levels, and modification of proteins. For example …

The innate immune system responds in a rapid and non‐specific manner against
immunologic threats; inflammation is part of this response. This is followed by a slower but …

With the advancement of next-generation sequencing and mass spectrometry, there is a
growing need for the ability to merge biological features in order to study a system as a …

The human history has witnessed the rapid development of technologies such as high-
throughput sequencing and mass spectrometry that led to the concept of 'omics' and …

Drug toxicity evaluation is an essential process of drug development as it is reportedly
responsible for the attrition of approximately 30% of drug candidates. The rapid increase in …

In all cells, proteins are continuously synthesized and degraded to maintain protein
homeostasis and modify gene expression levels in response to stimuli. Collectively, the …

Metaproteomics suffers from the issues of dimensionality and sparsity. Data reduction
methods can maximally identify the relevant subset of significant differential features and …