First-pass extracted concept

systems biology

Candidate: concept label2 source documents2 linked claims

Jump to explainers Jump to evidence Jump to sources Jump to claims

Live refresh every 5sNext refresh in 5s

Extracted Explainers

What the tool is doing

Systems biology is described as a way to reconstruct disease biology from large volumes of data at organism, tissue, or cell level using computational and mathematical methods.

Source 2DOI PubMed

Resources required

The abstract states that genomics, proteomics, and metabolomics data, together with computational and mathematical methods, are used in this approach.

Source 2DOI PubMed

What problem it solves

It addresses the need to understand the broader molecular picture of diabetic nephropathy rather than only isolated components.

Source 2DOI PubMed

What it does not solve

The abstract notes that molecules identified by these discovery approaches still await validation.

Source 2DOI PubMed

Alternatives

The source contrasts systems biology with reductionist biology, which studies biology by taking pieces apart.

Source 2DOI PubMed

Evidence Snippets

a combined strategy incorporating multi-omics profiling, systems biology, multi-scale metabolic modeling, machine learning (ML), and real-time monitoring, adaptive feeding-guided SFM formulation

Evidence 1Source 1provenance

Systems biology is an approach used in biomedical research to understand the “bigger picture” ... to reconstruct the biology from huge volumes data using computational and mathematical methods.

Evidence 2Source 2DOI PubMedprovenance

Supporting Sources

Source 1primary paper2026AGR

1 evidence snippet 1 linked claim Claim 1

Source 2primary paper2016Journal of Diabetes ResearchDOI PubMed

1 evidence snippet 1 linked claim Claim 1

Linked Claims

Claim 1strategy proposalsupports2026Source 1

A combined strategy using multi-omics profiling, systems biology, multi-scale metabolic modeling, machine learning, and real-time monitoring with adaptive feeding-guided formulation is proposed to address lengthy development phases and industrialization costs in serum-free media adoption for cultivated meat.

Claim 2approach descriptionsupports2016Source 2DOI PubMed

Systems biology uses computational and mathematical methods to reconstruct biology from large-scale data and is applied to diabetic nephropathy research.

Quoted textsource-backed

Systems biology is an approach used in biomedical research to understand the “bigger picture” ... to reconstruct the biology from huge volumes data using computational and mathematical methods.