Platform

Stabilize

Find the Mutations That Hold

Stabilizing a membrane target usually means screening dozens of mutants for a couple of usable hits. Stabilize ranks point mutations by predicted stability gain, so the variants worth making rise to the top.

Predicted ΔTmΔΔGHotspot MapMutation Ranking
VariantPredicted ΔTm
A112V / L156FPICK+4.6 °C
M74I+3.1 °C
T203S+2.4 °C
G88A+1.7 °C
K41R+0.9 °C
D57N−0.8 °C
Point Mutations Ranked by Predicted ΔTm
Signature Strength

A Directional Pre-Screen for Stability

On our hardest target class — GPCRs — Stabilize called the direction of a mutation's effect right most of the time, across 190 mutations in 7 public receptors. The signal is in the ranking: fewer rounds to a usable, stabilizing hit.

78%
Correct ΔTm Direction · 190 GPCR Mutations

See It in the Workspace

Every Variant, Scored and Reviewable

Each candidate arrives with its stability scores, its structural cost, and its liability deltas — then you accept, reject, or bookmark it before anything reaches the bench.

ÇB
Dashboard / Wet-Lab Trials / Adenosine A2A Receptor
Protein

Adenosine A2A Receptor

Overview
Characterize
Stabilize
Design
Bench
Variant Analysis Search variants…
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VariantStatusChangesΔTmΔΔGΔ pLDDTTM RMSDPocket RMSDΔ Binding
A112VCompleted1 MUT+4.6 °C-0.85 kcal/mol-0.60.5 Å0.4 Å100%
M74ICompleted1 MUT+3.1 °C-0.42 kcal/mol-1.20.6 Å0.5 Å100%
T203SCompleted1 MUT+2.4 °C-0.20 kcal/mol-0.30.4 Å0.3 Å100%
G88ACompleted1 MUT+0.9 °C+0.11 kcal/mol-2.10.7 Å0.6 Å100%
K41RCompleted1 MUT-1.4 °C+0.68 kcal/mol-4.81.1 Å0.9 Å96%
Δ180-206CompletedDELETION-5.2 °C+2.31 kcal/mol-28.43.8 ÅN/A42%
Illustrative Variant Analysis · Accept, Reject, or Bookmark Each Candidate Before It Reaches the Bench

How It Works

From Every Possible Mutation to a Short, Ranked List

Instead of throwing a screen at every position, take a directional approach — rank variants by predicted stability gain so more of what reaches the bench actually holds.

01

Enumerate

Scan the sequence for candidate point mutations — or bring your own shortlist.

02

Predict

Each variant is scored for predicted ΔTm and ΔΔG against the wild type.

03

Rank

Variants sort by predicted stability gain, with a hotspot map of the best positions.

Ranked, Not Just Scored

Absolute ΔTm values are hard — so we lead with the ranking. The top of the list is where the stabilizing mutations concentrate, and where a couple of bench tests go furthest. Multi-point combinations are supported, but we start from the singles.

Read the GPCR Whitepaper
VariantPredicted ΔTm
A112V / L156FPICK+4.6 °C
M74I+3.1 °C
T203S+2.4 °C
G88A+1.7 °C
K41R+0.9 °C
D57N−0.8 °C

In Detail

Everything Scored on Every Variant

A stability call is only trustworthy next to what it costs. Here is the full read-out Stabilize returns for each candidate.

Stability Scores

  • Predicted ΔTm (°C) Against the Wild Type
  • Predicted ΔΔG (kcal/mol)
  • Direction and Magnitude, per Variant
  • A Ranked Shortlist, Not Just Raw Scores

Structural Cost

  • Δ pLDDT — Wild Type versus Variant
  • TM-Bundle RMSD
  • Binding-Pocket RMSD
  • Δ Binding — Share of Binding Sites Preserved

Liability Deltas

  • Δ Solubility
  • Δ Disorder
  • Δ Amyloidogenicity
  • PTM Sites Gained or Lost

Variant Types

  • Single-Point Mutations
  • Multi-Point Combinations
  • Deletions and Truncations
  • Region Context — Loop, Helix, Transmembrane

Overall Profile

  • One Verdict per Variant, Across All Metrics
  • A Plain-Language Read on Each Metric
  • Borderline Calls Named as Borderline
  • Missing Metrics Reported as N/A, Never Guessed

Review Workflow

  • Accept, Reject, or Bookmark Each Candidate
  • Search and Filter the Candidate Set
  • Bring Your Own Shortlist, or Let Stabilize Enumerate
  • Export the Ranked Table

We lead with the ranking rather than absolute ΔTm — magnitudes are the hardest part of the problem, and we say so.

Under the Hood

Powered by the Astra Model Suite

Each engine runs on open, benchmarked models — documented in their own preprints and whitepapers. Read the science behind the predictions.

Rank Your Mutations

Bring a target and a set of positions — or let Stabilize scan them — and get a ranked shortlist of the mutations most likely to hold, before you screen a single one.