bioinformatics
Let an agent explain bioinformatics, relay core tasks, methods, databases and applications from computational biology sources, describe the named subfields and flag the general statistical method alias, and distinguish bioinformatics from computational biology as modelling, biostatistics, systems biology and health informatics.
Research draft, second pass
A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.
written by Claude from model knowledge without web access - no source was read, every claim is a lead to verify
Researched by: Claude
Purpose and description
Let an agent explain bioinformatics, relay core tasks, methods, databases and applications from computational biology sources, describe the named subfields and flag the general statistical method alias, and distinguish bioinformatics from computational biology as modelling, biostatistics, systems biology and health informatics.
An interdisciplinary field that develops and applies computational methods, software and databases to understand biological data, especially DNA, RNA and protein sequences, structures and molecular networks, with tasks such as sequence alignment, genome assembly and annotation, gene expression analysis and structure prediction, and subfields and methods the registry aliases name including pathway analysis, protein-protein interaction prediction, phyloinformatics, viral phylodynamics used to track epidemics, flow cytometry bioinformatics and approximate Bayesian computation, a statistical inference method used in population genetics but not specific to biology; it relies on resources such as GenBank, UniProt and the Protein Data Bank and on reproducible workflows, and genomic data raise privacy concerns.
What it is for: Analysing biological data with computation.
It can be explain core tasks; relay methods and databases; describe named subfields; relay privacy and reproducibility issues.
Distinguishing features
Sequence-centred methods
Large public databases
Algorithm and software development
Reproducible pipelines
What it looks like
Not a physical object; software pipelines, databases and visualisations.
Physical character
BLAST published: 1990 year
GenBank established: 1982 year
AlphaFold2 CASP14: 2020 year - structure prediction
How it is recognised
Computational analysis of biological data
Flow cytometry bioinformatics, approximate Bayesian computation, pathway analysis, phyloinformatics, protein-protein interaction prediction, viral phylodynamics
Computational biology emphasises modelling; biostatistics is statistical methodology; systems biology studies networks; health informatics handles clinical data
Related models
is a kind of - in registry terms
uses -
uses -
is contrasted with -
In practice
Families and kinds
sequence analysis
structural bioinformatics
phylogenetics and phylodynamics
network and pathway analysis
single-cell and cytometry analysis
Standards and regulation
FAIR data principles
GA4GH standards for genomic data sharing
Data protection law for genomic data such as GDPR
Failure modes and hazards
Irreproducible analyses
Genomic privacy breaches
Overfitting and false discoveries
Also called
Where this came from
wikidata · CC0 1.0
Drafted structure
Bundle to layer to finding to question, as the second pass will find it: 4 bundles · 8 layers · 8 findings · 16 questions.
Understand What bioinformatics is.
Science.
Definition
Definition.
Definition
Definition.
- What is bioinformatics, and how does it differ from computational biology, biostatistics, systems biology and health informatics? definition
- Is the question about interpreting someone s own genetic test, in which case a genetic counsellor should advise? boundary
Subfields
Named subfields.
Subfields
Subfields.
- What are pathway analysis, PPI prediction, phyloinformatics, viral phylodynamics, flow cytometry bioinformatics and ABC? definition
- Which entry fits the specific method? action
Methods Methods.
Science.
Alignment
Sequence alignment.
Alignment
Alignment.
- How do alignment tools such as BLAST work? provenance
- Which references are standard? provenance
Structure
Structure prediction.
Structure
Structure.
- How did deep learning methods change protein structure prediction? provenance
- Which sources are cited? provenance
Data Databases.
Regulation.
Databases
Public databases.
Databases
Databases.
- What do GenBank, UniProt and PDB contain? provenance
- Which entry fits Protein Data Bank? action
Privacy
Genomic privacy.
Privacy
Privacy.
- What privacy risks do genomic datasets carry, and how do rules address them? provenance
- Is the information current? boundary
Context Applications.
Attribution.
Epidemics
Pathogen genomics.
Epidemics
Epidemics.
- How did phylodynamics track SARS-CoV-2 variants, as public health agencies describe? provenance
- Which entry fits genomic surveillance? action
Reproducibility
Reproducibility.
Reproducibility
Reproducibility.
- What do researchers recommend for reproducible bioinformatics workflows, with views attributed? provenance
- Is the presentation neutral and attributed? boundary
What the second pass must settle
- Should approximate Bayesian computation be moved to statistics entries?
- Should phylodynamics be a separate entry?
- How should bioinformatics databases be linked?