bio-read-alignment-hisat2-alignment
Align RNA-seq reads with HISAT2, a memory-efficient splice-aware aligner. Use when STAR's memory requirements are too high or for general RNA-seq alignment.
What this skill does
## Version Compatibility
Reference examples tested with: samtools 1.19+
Before using code patterns, verify installed versions match. If versions differ:
- CLI: `<tool> --version` then `<tool> --help` to confirm flags
If code throws ImportError, AttributeError, or TypeError, introspect the installed
package and adapt the example to match the actual API rather than retrying.
# HISAT2 RNA-seq Alignment
**"Align RNA-seq reads with HISAT2"** -> Map RNA-seq reads to a reference genome with splice-aware alignment. Suitable for gene expression quantification workflows.
- CLI: `hisat2 -x index -1 R1.fq -2 R2.fq | samtools sort -o aligned.bam`
## Build Index
```bash
# Basic index (no annotation)
hisat2-build -p 8 reference.fa hisat2_index
# Index with splice sites and exons (recommended)
hisat2_extract_splice_sites.py annotation.gtf > splice_sites.txt
hisat2_extract_exons.py annotation.gtf > exons.txt
hisat2-build -p 8 \
--ss splice_sites.txt \
--exon exons.txt \
reference.fa hisat2_index
```
## Basic Alignment
```bash
# Paired-end reads
hisat2 -p 8 -x hisat2_index \
-1 reads_1.fq.gz -2 reads_2.fq.gz \
-S aligned.sam
# Single-end reads
hisat2 -p 8 -x hisat2_index \
-U reads.fq.gz \
-S aligned.sam
```
## Direct to Sorted BAM
```bash
# Pipe to samtools
hisat2 -p 8 -x hisat2_index \
-1 r1.fq.gz -2 r2.fq.gz | \
samtools sort -@ 4 -o aligned.sorted.bam -
samtools index aligned.sorted.bam
```
## Stranded Libraries
```bash
# Forward stranded (e.g., Ligation)
hisat2 -p 8 -x hisat2_index \
--rna-strandness FR \
-1 r1.fq.gz -2 r2.fq.gz -S aligned.sam
# Reverse stranded (e.g., dUTP, TruSeq - most common)
hisat2 -p 8 -x hisat2_index \
--rna-strandness RF \
-1 r1.fq.gz -2 r2.fq.gz -S aligned.sam
# Single-end stranded
hisat2 -p 8 -x hisat2_index \
--rna-strandness F \ # or R for reverse
-U reads.fq.gz -S aligned.sam
```
## Novel Splice Junction Discovery
```bash
# Output novel splice junctions
hisat2 -p 8 -x hisat2_index \
--novel-splicesite-outfile novel_splices.txt \
-1 r1.fq.gz -2 r2.fq.gz -S aligned.sam
# Use known + novel junctions for subsequent alignments
hisat2 -p 8 -x hisat2_index \
--novel-splicesite-infile novel_splices.txt \
-1 r1.fq.gz -2 r2.fq.gz -S aligned.sam
```
## Two-Pass Alignment (Manual)
**Goal:** Improve splice junction sensitivity by discovering novel junctions across all samples in a first pass, then realigning with the combined junction set.
**Approach:** Run HISAT2 on each sample to extract novel splice sites, merge and deduplicate junctions across samples, then realign all samples using the combined junction catalog.
```bash
# Pass 1: Discover junctions from all samples
for r1 in *_R1.fq.gz; do
r2=${r1/_R1/_R2}
base=$(basename $r1 _R1.fq.gz)
hisat2 -p 8 -x hisat2_index \
--novel-splicesite-outfile ${base}_splices.txt \
-1 $r1 -2 $r2 -S /dev/null
done
# Combine and filter junctions
cat *_splices.txt | sort -u > combined_splices.txt
# Pass 2: Realign with all junctions
for r1 in *_R1.fq.gz; do
r2=${r1/_R1/_R2}
base=$(basename $r1 _R1.fq.gz)
hisat2 -p 8 -x hisat2_index \
--novel-splicesite-infile combined_splices.txt \
-1 $r1 -2 $r2 | \
samtools sort -@ 4 -o ${base}.sorted.bam -
done
```
## Read Group Information
```bash
hisat2 -p 8 -x hisat2_index \
--rg-id sample1 \
--rg SM:sample1 \
--rg PL:ILLUMINA \
--rg LB:lib1 \
-1 r1.fq.gz -2 r2.fq.gz -S aligned.sam
```
## Downstream Quantification
```bash
# Output name-sorted BAM for htseq-count
hisat2 -p 8 -x hisat2_index -1 r1.fq.gz -2 r2.fq.gz | \
samtools sort -n -@ 4 -o aligned.namesorted.bam -
# Or coordinate-sorted for featureCounts
hisat2 -p 8 -x hisat2_index -1 r1.fq.gz -2 r2.fq.gz | \
samtools sort -@ 4 -o aligned.sorted.bam -
```
## Key Parameters
| Parameter | Default | Description |
|-----------|---------|-------------|
| -p | 1 | Number of threads |
| -x | - | Index basename |
| --rna-strandness | unstranded | FR/RF/F/R |
| --dta | off | Downstream transcriptome assembly |
| --dta-cufflinks | off | For Cufflinks |
| --min-intronlen | 20 | Minimum intron length |
| --max-intronlen | 500000 | Maximum intron length |
| -k | 5 | Max alignments to report |
## For StringTie/Cufflinks
```bash
# Use --dta for StringTie
hisat2 -p 8 -x hisat2_index \
--dta \
-1 r1.fq.gz -2 r2.fq.gz | \
samtools sort -@ 4 -o aligned.sorted.bam -
```
## Alignment Summary
```bash
# HISAT2 prints summary to stderr
hisat2 -p 8 -x hisat2_index -1 r1.fq.gz -2 r2.fq.gz -S aligned.sam 2> summary.txt
```
Example:
```
50000000 reads; of these:
50000000 (100.00%) were paired; of these:
2500000 (5.00%) aligned concordantly 0 times
45000000 (90.00%) aligned concordantly exactly 1 time
2500000 (5.00%) aligned concordantly >1 times
95.00% overall alignment rate
```
## Memory Comparison
| Aligner | Human Genome Memory |
|---------|-------------------|
| STAR | ~30GB |
| HISAT2 | ~8GB |
## Related Skills
- read-alignment/star-alignment - Alternative with more features
- rna-quantification/featurecounts-counting - Count aligned reads
- rna-quantification/alignment-free-quant - Skip alignment entirely
- differential-expression/deseq2-basics - Downstream DE analysis
Related in General
modeling-omnistudio-epc-catalog
IncludedSalesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).
relationship-science-coach
IncludedUse this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.
building-sf-integrations
IncludedSalesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).
venue-templates
IncludedAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
let-fate-decide
IncludedDraws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.
net-ops
IncludedCross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.