Protein annotation using local PSSM databases from CDD
Project description
local-cd-search
A command-line tool for local protein domain annotation using NCBI's Conserved Domain Database (CDD).
Background
NCBI CD-Search is a widely used tool for functional annotation of proteins. It uses RPS-BLAST to search protein sequences against position-specific scoring matrices (PSSMs) from the CDD database. PSSMs offer higher sensitivity for detecting distant homologs than searches against individual protein sequences, while remaining substantially faster than HMM-based annotation.
While the CD-Search web interface is convenient for small queries, it is not well suited for large-scale annotation. local-cd-search enables local protein annotation and automates the entire workflow: downloading PSSM databases from CDD, running RPS-BLAST, post-processing results with rpsbproc to filter hits using CDD's curated bit-score thresholds.
Installation
The easiest way to install local-cd-search is with Pixi, which will manage dependencies automatically and make local-cd-search available for execution from anywhere.
pixi global install -c conda-forge -c bioconda local-cd-search
Alternatively, you can install it from PyPI. In this case, rpsblast and rpsbproc must be installed separately. To install local-cd-search from PyPI using uv, run:
uv tool install local-cd-search
Quick start
Download PSSM databases
Download the full CDD database, which is a collection of six individual databases (see table below):
local-cd-search download database cdd
Or download individual databases. For example:
# COG database
local-cd-search download database cog
# Multiple databases
local-cd-search download database cog pfam tigr
The databases available for download are:
| Database | Name | Description |
|---|---|---|
cdd |
CDD | Collection of PSSMs derived from multiple sources (all databases listed below except KOG) |
cdd_ncbi |
NCBI-curated domains | Domain models that leverage 3D structural data to define precise boundaries |
cog |
COG | Groups of orthologous Prokaryotic proteins |
kog |
KOG | Groups of orthologous Eukaryotic proteins |
pfam |
Pfam | Large collection of protein families and domains from diverse taxa |
prk |
PRK | NCBI collection of protein clusters containing reference sequences from prokaryotic genomes |
smart |
SMART | Models of domains from proteins involved in signaling, extracellular, and regulatory functions |
tigr |
TIGRFAM | Manually curated models for functional annotation of microbial proteins |
Annotate proteins
To run annotation on a FASTA file of protein sequences (in this example, proteins.faa) and save results to results.tsv, run the following command:
local-cd-search annotate proteins.faa results.tsv database
The local-cd-search will automatically detect which databases are available and will them for annotation.
Output
The output of local-cd-search annotate is a tab-separated file with hits filtered by CDD's curated bit-score thresholds. The following columns are included:
| Column | Description |
|---|---|
| query | Protein identifier |
| hit_type | Specific, Non-specific, or Superfamily |
| pssm_id | CDD PSSM identifier |
| from | Start position in query |
| to | End position in query |
| evalue | E-value |
| bitscore | Bit score |
| accession | Domain accession |
| short_name | Domain short name (e.g., COG0001) |
[!NOTE] Currently,
local-cd-searchonly annotates protein domains. Functional sites and structural motifs are not included in the output. Support for these features may be added in future versions.
Usage
download subcommand
local-cd-search download [OPTIONS] DB_DIR DATABASE...
| Option | Short | Argument | Description | Default |
|---|---|---|---|---|
--force |
flag | Force re-download even if files are already present. | ||
--quiet |
flag | Suppress non-error console output. | ||
--help |
-h |
flag | Show help message and exit. |
annotate subcommand
local-cd-search annotate [OPTIONS] INPUT_FILE OUTPUT_FILE DB_DIR
| Option | Short | Argument | Description | Default |
|---|---|---|---|---|
--evalue |
-e |
FLOAT (≥ 0) |
Maximum allowed E-value for hits. | 0.01 |
--ns |
flag | Include non-specific hits in the output results table. | ||
--sf |
flag | Include superfamily hits in the output results table. | ||
--threads |
INTEGER |
Number of threads to use for rpsblast. |
0 |
|
--data-mode |
-m |
std | rep | full |
Redundancy level of domain hit data passed to rpsbproc: rep (best model per region of the query), std (best model per source per region), full (all models meeting E-value significance). |
std |
--tmp-dir |
DIRECTORY |
Directory to store intermediate files. | tmp |
|
--keep-tmp |
flag | Keep intermediate temporary files. | ||
--quiet |
flag | Suppress non-error console output. | ||
--help |
-h |
flag | Show help message and exit. |
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