Insights

The platform

No-code, AI-driven RNA-seq analysis

Liragen Insights is our RNA-Seq analysis service, delivered as software. Point it at an NCBI accession or your own raw data, and it returns interactive reports that interpret themselves — every write-up generated from your own results rather than a generic template. No code, no installs.

What you get

One platform, four things done for you

Pipeline

Automated DESeq2 differential expression and GO/KEGG enrichment — pre-configured, or customized to your design. Start from raw FASTQ or a public NCBI accession.

Reports

22 publication-ready, interactive reports — Volcano, PCA, heatmaps, pathways, and networks — each with an AI-written interpretation customized to your dataset, not a boilerplate summary.

User Interactive

Explore in the browser with point-and-click filters — no coding, no installs. Adjust thresholds and every plot and its interpretation update live.

Cloud

Runs in a secure cloud environment with online access to your outputs — scale up without managing servers or software.

The difference

Why teams choose Liragen Insights

Everything the usual RNA-seq routes make you assemble yourself — the pipeline, 22 linked reports, and the interpretation — is built in and done for you.

CapabilityLiragen Insights YouR / DESeq2 (code)Workflow platformsOther web tools
No coding required~
AI-written interpretation
22 interactive, linked reportsDIY~~
Automated pipeline (DESeq2 + GO/KEGG + networks)DIY~
Hosted — nothing to install~
Start from NCBI accession or your raw data~~

✓ = built in · ~ = partial / depends · DIY = possible but you build it · — = not typically available. Other tools have their own strengths; this reflects the common experience.

See it in action

Written for your experiment, not from a template

Most platforms hand you the same static PDF whatever your data says. Every Insights interpretation is generated from your results — your contrasts, your DEG counts, your top genes by name, your effect sizes — and rewrites itself the instant you move a threshold. Change the cutoff and the words change with it. Browse the full suite below, or open a live example in the app.

Volcano report in Liragen Insights with an auto-generated interpretation summarizing significant DEGs.
A Volcano report with its AI-written interpretation.

Available Reports

Every Insights project ships with an interactive report suite spanning quality control to functional interpretation. Select any report to open its guide in the user manual.

Quality Control

Expression Patterns

Functional Enrichment

Multi-Contrast Overlap

What’s supported

Inputs, organisms & outputs

What you can run through Liragen Insights today.

Assay

Bulk RNA-seq differential expression. Single-cell is on the roadmap.

Inputs

Public NCBI / SRA accession IDs, or your own raw data (FASTQ) via a sample sheet (Excel / CSV / TSV).

Organisms

Model and non-model species with a reference annotation. GO / KEGG enrichment where annotation exists; STRING-based PPI for supported species.

Analysis

DESeq2 differential expression, GO / KEGG enrichment, co-expression & PPI networks, and clustering.

Reports & outputs

22 interactive reports with AI interpretation, plus downloadable result tables and publication-ready figures.

Turnaround & limits

[Typical turnaround time and data-size limits — confirm your numbers.]

Not sure your data fits? Ask us — we’re happy to confirm supported organisms and formats.

Start analyzing your RNA-seq data

Sign up free and create your first project in minutes.