Python interface for misha genomic databases with C++ streaming backends
Project description
PyMishaPython interface for misha genomic databases. PyMisha provides full read/write access to misha track databases with C++ streaming backends for genome-scale operations. |
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Features
- 1D and 2D track support: Dense, sparse, and 2D (rectangle/point) tracks with full CRUD operations.
- C++ streaming backends: Extraction, summary, quantiles, distribution, lookup, segmentation, Wilcoxon tests, correlation, and sampling all stream through C++ for performance.
- Virtual tracks: Computed-on-the-fly track views with filtering, shifting, and 30+ aggregation functions.
- Interval operations: Union, intersection, difference, canonicalization, neighbors, annotation, normalization, random generation, and liftover.
- Sequence analysis: Extraction, k-mer counting, PWM/PSSM scoring, and Markov-chain synthesis (
gsynth). - Database management: Create, link, convert, and manage misha-compatible genomic databases.
- R misha compatibility: Reads and writes the same on-disk formats as R misha (123/145 R exports covered).
Installation
pip install pymisha
Pre-built wheels are available for Linux (x86_64) and macOS (x86_64 and arm64), Python 3.10-3.12.
To install from source (requires a C++17 compiler and numpy):
pip install -e ".[dev]"
Quick start
PyMisha ships with a built-in examples database so you can start exploring immediately -- no external data needed:
import pymisha as pm
# Option 1: one-liner to load the bundled examples database
pm.gdb_init_examples()
# Option 2: equivalent explicit form
pm.gsetroot(pm.gdb_examples_path())
# List available tracks and extract data
print(pm.gtrack_ls())
print(pm.gextract("dense_track", pm.gintervals("chr1", 0, 1000)))
To connect to your own misha database, use gsetroot:
import pymisha as pm
# Initialize the database
pm.gsetroot("/path/to/misha_db")
# Create intervals and extract data
intervals = pm.gintervals_from_strings(["chr1:0-1000", "chr1:2000-2600"])
out = pm.gextract("track1", intervals, iterator=100)
# Filter and summarize
filtered = pm.gscreen("track1 > 0.5", intervals)
stats = pm.gsummary("track1", intervals)
Examples
Using the built-in example database:
import pymisha as pm
# Quickest way to get started
pm.gdb_init_examples()
# Or equivalently, using gsetroot with the examples path
pm.gsetroot(pm.gdb_examples_path())
print(pm.gtrack_ls())
print(pm.gextract("dense_track", pm.gintervals("chr1", 0, 1000)))
Creating a genome database
PyMisha ships prebuilt genome databases for common assemblies. Download and set up with a single call:
import pymisha as pm
# Download a prebuilt genome (mm9, mm10, mm39, hg19, hg38)
pm.gdb_create_genome("hg38", path="/data/genomes") # creates /data/genomes/hg38/
pm.gsetroot("/data/genomes/hg38")
pm.gchrom_sizes() # verify it worked
To build a database from your own FASTA files (e.g. a custom assembly):
pm.gdb_create("/data/my_genome", "genome.fa.gz", verbose=True)
pm.gsetroot("/data/my_genome")
See the Creating Genome Databases tutorial for UCSC download workflows and advanced options.
Optional dependencies
pyBigWig: For BigWig import ingtrack_import.pyreadr+Rscript: For loading R-serialized big interval sets.PyYAML: For richergdataset_infometadata parsing.
Missing features
Compared to R misha, the following are not yet implemented:
- Track Arrays:
gtrack.array.*andgvtrack.array.slice. - Legacy Conversion:
gtrack.convert(for migrating old 2D formats).
License
MIT. See LICENSE for details.
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