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7272```
7373
7474---
75-
7675## Requirements
7776
78- ### Software
77+ I-SAGE is designed to run on HPC systems and relies on a combination of workflow, bioinformatics, and Python-based tools.
7978
80- - Nextflow ≥ 22
81- - Java ≥ 11
82- - Python ≥ 3.9
79+ ### Workflow & Runtime
80+ - ** Nextflow** ≥ 22
81+ - ** Java** ≥ 11
82+ - ** Bash / core UNIX utilities**
8383
84- ### Python Packages
84+ ### Bioinformatics Tools
85+ The following tools must be available in the execution environment (typically via modules or Conda):
8586
86- - numpy
87- - pandas
88- - scipy
89- - matplotlib
87+ - ** samtools ** — BAM processing, sorting, indexing
88+ - ** pysam ** — Python bindings for BAM/CRAM access
89+ - ** bwa ** (or equivalent aligner) — read alignment
90+ - ** bedGraph / UCSC utilities ** — bedGraph and bigWig handling
9091
91- ** Note: ** Packages are typically managed via environment/ profile on HPC systems .
92+ Exact tool versions are managed via the active Nextflow profile (e.g. ` eden_local ` ) and HPC environment .
9293
94+ ### Python
95+ - ** Python** ≥ 3.9
96+
97+ ### Python Packages
98+ - ` numpy `
99+ - ` pandas `
100+ - ` scipy `
101+ - ` matplotlib `
102+
103+ > ** Note:**
104+ > I-SAGE assumes these tools are provided by the execution environment (HPC modules, Conda, or container).
105+ > The pipeline does not install system-level dependencies automatically.
93106---
94107
95108## Quick Start
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