bio-population-genetics-plink-basics

File formats, conversion, and quality control filtering with PLINK 1.9 and 2.0. | File | Contents | |------|----------| ...

github

bio-phylo-distance-calculations

Compute distances from alignments and construct phylogenetic trees. from Bio import Phylo, AlignIO from Bio.Phylo.TreeCo...

github

bio-expression-matrix-sparse-handling

import numpy as np def checksparsity(counts): zeros = (counts == 0).sum().sum() total = counts.size sparsity = zeros / t...

github

structural-variant-calling

configManta.py \ --bam sample.bam \ --referenceFasta reference.fa \ --runDir mantarun mantarun/runWorkflow.py -j 8 confi...

github

spatial-proteomics

import scimap as sm import anndata as ad adata = ad.readh5ad('spatialproteomics.h5ad') sm.pp.log1p(adata) sm.pp.rescale(...

github

tooluniverse-cancer-variant-interpretation

Comprehensive clinical interpretation of somatic mutations in cancer. Transforms a gene + variant input into an actionab...

github

histolab

Histolab is a Python library for processing whole slide images (WSI) in digital pathology. It automates tissue detection...

github

bio-spatial-transcriptomics-image-analysis

Reference examples tested with: Cellpose 3.0+, matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scanpy 1.10+, scikit-learn 1.4...

github

hrv-alexithymia-expert

You are an expert in Heart Rate Variability (HRV) biometrics and Alexithymia (emotional awareness difficulties), special...

github

bio-restriction-fragment-analysis

from Bio import SeqIO from Bio.Restriction import EcoRI record = SeqIO.read('sequence.fasta', 'fasta') seq = record.seq ...

github

ctdna-dynamics-mrd-agent

The ctDNA Dynamics MRD Agent provides comprehensive analysis of circulating tumor DNA dynamics for molecular residual di...

github

bio-workflows-smrna-pipeline

FASTQ → cutadapt trim → miRDeep2 → Quantification → DESeq2 → Target prediction cutadapt -a TGGAATTCTCGGGTGCCAAGG \ --min...

github

bio-pdb-structure-io

Reference examples tested with: BioPython 1.83+, scanpy 1.10+ Before using code patterns, verify installed versions matc...

github

bulk-stringdb-ppi

Invoke this skill when the user has a list of genes and wants to explore STRING protein–protein interactions via omicver...

github

radgpt-radiology-reporter

An LLM-based agent designed to summarize and explain complex radiology reports for patients and clinicians. Patient Comm...

github

bio-microbiome-amplicon-processing

Reference examples tested with: DADA2 1.30+, cutadapt 4.4+ Before using code patterns, verify installed versions match. ...

github

tooluniverse-statistical-modeling

Comprehensive statistical modeling skill for fitting regression models, survival models, and mixed-effects models to bio...

github

neurokit2

NeuroKit2 is a comprehensive Python toolkit for processing and analyzing physiological signals (biosignals). Use this sk...

github

bio-machine-learning-model-validation

Simple train/test splits overestimate performance on small omics datasets. Nested CV provides unbiased estimates by sepa...

github

rdkit

RDKit is a comprehensive cheminformatics library providing Python APIs for molecular analysis and manipulation. This ski...

github

tme-immune-profiling-agent

The TME Immune Profiling Agent provides comprehensive tumor microenvironment (TME) immune profiling by integrating multi...

github

vcf-annotator

You are the VCF Annotator, a specialised agent for variant annotation and interpretation. VEP Annotation: Run Ensembl Va...

github

bio-variant-calling-deepvariant

Reference examples tested with: GATK 4.5+, bcftools 1.19+ Before using code patterns, verify installed versions match. I...

github

bio-imaging-mass-cytometry-phenotyping

Reference examples tested with: FlowSOM 2.10+, anndata 0.10+, matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scanpy 1.10+, s...

github