> ## Documentation Index
> Fetch the complete documentation index at: https://proto.evodesign.org/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# AF3 Off-target ipTM Specificity

> Prefer high target ipTM and lower off-target ipTM using AF3

<div class="page-hero">
  <img class="page-hero-banner" src="https://proto-bio.github.io/proto-assets/images/constraint/af3-offtarget-iptm-specificity/hero.png" alt="AF3 Off-target ipTM Specificity" />
</div>

<Note>
  **License:** This constraint can use multiple tools, each under its own license. See the **Tools Used** tab and each tool's page for license details.
</Note>

<p class="entity-disclaimer">This constraint is open source. Any third-party models, product names, or trademarks referenced are the property of their respective owners, and Proto is not affiliated with them.</p>

<hr class="entity-rule" />

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<div class="tool-tab-bar"><span class="tool-tab-wrap"><label for="tools-constraint-af3-offtarget-iptm-specificity" class="tool-tab tab-open badge-tools"><svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><rect width="7" height="7" x="3" y="3" rx="1" /><rect width="7" height="7" x="14" y="3" rx="1" /><rect width="7" height="7" x="14" y="14" rx="1" /><rect width="7" height="7" x="3" y="14" rx="1" /></svg> Tools Used</label><label for="none-constraint-af3-offtarget-iptm-specificity" class="tool-tab tab-close badge-tools"><svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><rect width="7" height="7" x="3" y="3" rx="1" /><rect width="7" height="7" x="14" y="3" rx="1" /><rect width="7" height="7" x="14" y="14" rx="1" /><rect width="7" height="7" x="3" y="14" rx="1" /></svg> Tools Used</label></span> <span class="tool-tab-wrap"><label for="source-constraint-af3-offtarget-iptm-specificity" class="tool-tab tab-open badge-source"><svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="16 18 22 12 16 6" /><polyline points="8 6 2 12 8 18" /></svg> Source</label><label for="none-constraint-af3-offtarget-iptm-specificity" class="tool-tab tab-close badge-source"><svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="16 18 22 12 16 6" /><polyline points="8 6 2 12 8 18" /></svg> Source</label></span></div>

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<a href="https://github.com/evo-design/proto-language/blob/d3b7822f74ea64747cc751a3b2ab1aa6b799ac47/proto_language/constraint/protein_structure/af3_offtarget_iptm_specificity_constraint.py#L227" target="_blank" class="tab-panel source-panel" data-tab="source-constraint-af3-offtarget-iptm-specificity">
  <div class="source-info">
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    <span class="source-path">evo-design/proto-language<span class="source-subpath">/proto\_language/constraint/protein\_structure/af3\_offtarget\_iptm\_specificity\_constraint.py</span></span>
  </div>

  <span class="panel-goto-btn source-goto-btn"><span><svg width="14" height="14" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.435 9.795 8.205 11.385.6.105.825-.255.825-.57 0-.285-.015-1.23-.015-2.235-3.015.555-3.795-.735-4.035-1.41-.135-.345-.72-1.41-1.23-1.695-.42-.225-1.02-.78-.015-.795.945-.015 1.62.87 1.845 1.23 1.08 1.815 2.805 1.305 3.495.99.105-.78.42-1.305.765-1.605-2.67-.3-5.46-1.335-5.46-5.925 0-1.305.465-2.385 1.23-3.225-.12-.3-.54-1.53.12-3.18 0 0 1.005-.315 3.3 1.23.96-.27 1.98-.405 3-.405s2.04.135 3 .405c2.295-1.56 3.3-1.23 3.3-1.23.66 1.65.24 2.88.12 3.18.765.84 1.23 1.905 1.23 3.225 0 4.605-2.805 5.625-5.475 5.925.435.375.81 1.095.81 2.22 0 1.605-.015 2.895-.015 3.3 0 .315.225.69.825.57A12.02 12.02 0 0024 12c0-6.63-5.37-12-12-12z" /></svg> View source</span></span>
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<div class="entity-contributors"><span class="entity-contributors-label">Constraint contributors</span><span class="entity-contributors-people"><a class="entity-contributor" href="https://github.com/adititm" target="_blank" rel="noopener" title="adititm: 1 commit"><img noZoom class="entity-contributor-avatar" src="https://avatars.githubusercontent.com/u/61667248?v=4&s=64" alt="" loading="lazy" /><span class="entity-contributor-login">adititm</span></a><a class="entity-contributor" href="https://github.com/dguo8412" target="_blank" rel="noopener" title="dguo8412: 1 commit"><img noZoom class="entity-contributor-avatar" src="https://avatars.githubusercontent.com/u/46211285?v=4&s=64" alt="" loading="lazy" /><span class="entity-contributor-login">dguo8412</span></a></span></div>
Score AF3-based off-target specificity margin using ipTM.

For each candidate tuple, builds the protein + target-DNA complex and one
protein + off-target-DNA complex per off-target motif (motif substituted at
`dna_indices`), folds them all in a single `predict_structures` batch,
and reads `iptm` from each. The score is the specificity margin
`target_iptm - best_off_target_iptm` against `desired_margin`: 0.0 when
the margin is met or exceeded, 1.0 when there is no advantage.

**Supported tools**: AlphaFold3 (any ipTM-producing structure tool configured
via `structure_tool`).

## API Reference

<div class="api-model-section api-model-static api-config-section">
  <div class="api-model-header"><span class="api-model-badge api-config-badge">Config</span><span class="api-model-name">AF3OffTargetIPTMSpecificityConfig</span><a href="https://github.com/evo-design/proto-language/blob/d3b7822f74ea64747cc751a3b2ab1aa6b799ac47/proto_language/constraint/protein_structure/af3_offtarget_iptm_specificity_constraint.py#L99" target="_blank" class="func-table-btn func-source-btn api-model-source"><svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="16 18 22 12 16 6" /><polyline points="8 6 2 12 8 18" /></svg> Source</a></div>

  Configuration for the AF3 off-target ipTM specificity constraint.

  <ParamField path="target_dna_sequence" type="string" required>
    Full forward DNA scaffold (A/C/G/T) used for target folding.
  </ParamField>

  <ParamField path="target_motif" type="string" required>
    Target motif in A/C/G/T placed at dna\_indices in the scaffold.
  </ParamField>

  <ParamField path="off_target_motifs" type="List[string]" required>
    Off-target motifs substituted at dna\_indices for AF3 specificity.
  </ParamField>

  <ParamField path="dna_indices" type="List[integer]" required>
    0-based indices of motif positions in target\_dna\_sequence.
  </ParamField>

  <ParamField path="desired_margin" type="number" default="0.05">
    Desired margin target\_iptm - best\_off\_target\_iptm.
  </ParamField>

  <ParamField path="include_reverse_complement" type="boolean" default="True">
    Include reverse-complement DNA strand for dsDNA AF3 folding.
  </ParamField>

  <ParamField path="structure_tool" type="enum" default="alphafold3">
    Predictor for the protein-DNA complex; must be DNA-capable (alphafold3/boltz2/protenix).

    Options: `esmfold`, `esmfold2`, `alphafold3`, `boltz2`, `chai1`, `protenix`, `alphafold2`, `alphafold2_binder`
  </ParamField>

  <ParamField path="esmfold_config" type="ESMFoldConfig">
    Configuration for ESMFold structure prediction.
  </ParamField>

  <ParamField path="esmfold2_config" type="ESMFold2Config">
    Configuration for ESMFold2 structure prediction.
  </ParamField>

  <ParamField path="alphafold3_config" type="AlphaFold3Config">
    Configuration for AlphaFold3 structure prediction.
  </ParamField>

  <ParamField path="boltz2_config" type="Boltz2Config">
    Configuration for Boltz2 structure prediction.
  </ParamField>

  <ParamField path="chai1_config" type="Chai1Config">
    Configuration for Chai1 structure prediction.
  </ParamField>

  <ParamField path="protenix_config" type="ProtenixConfig">
    Configuration for Protenix structure prediction.
  </ParamField>

  <ParamField path="alphafold2_config" type="AlphaFold2Config">
    Configuration for the general AlphaFold2 multimer structure predictor.
  </ParamField>

  <ParamField path="alphafold2_binder_config" type="AlphaFold2BinderStructureConfig">
    Configuration for the AF2 binder-design backend.
  </ParamField>
</div>

<div class="api-model-section api-model-static api-output-section">
  <div class="api-model-header"><span class="api-model-badge api-output-badge">Returns</span><span class="api-model-name">ConstraintOutput</span></div>

  Per-candidate specificity score in `[0, 1]`
  (lower is better) with `target_iptm` / `best_off_target_iptm` /
  `iptm_advantage` / `desired_margin` metadata (plus an `iptm_error`
  flag when the predictor omits `iptm`). The predicted target complex
  attaches to slot 0.
</div>

## Usage

Off-target specificity for a designed DNA-binding protein with AF3:

```python python icon="python" theme={null}
>>> from proto_language.core import Segment
>>> binder = Segment(length=120, sequence_type="protein")
>>> specificity = Constraint(
...     inputs=[binder],
...     function=af3_offtarget_iptm_specificity_constraint,
...     function_config={
...         "structure_tool": "alphafold3",
...         "target_dna_sequence": "ACGTACGTACGT",
...         "target_motif": "GTAC",
...         "off_target_motifs": ["AAAA", "TTTT"],
...         "dna_indices": [2, 3, 4, 5],
...     },
... )
```

## Metadata

| Property        | Value                                       |
| --------------- | ------------------------------------------- |
| Key             | `af3-offtarget-iptm-specificity`            |
| Function        | `af3_offtarget_iptm_specificity_constraint` |
| Category        | `protein_structure`                         |
| Mode            | `discrete`                                  |
| Uses GPU        | `True`                                      |
| Supported Types | `protein`, `dna`                            |
