> ## 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.

# DSSP

> [DSSP](https://github.com/PDB-REDO/dssp) (Dictionary of Protein Secondary Structure) is a standard program for assigning protein secondary structure from atomic coordinates. It identifies hydrogen-bonding and geometric patterns in a protein backbone and labels each residue as helix, strand, turn, or another defined state. This toolkit runs DSSP and collapses those assignments into helix, sheet, and loop percentages for a selected chain in each input structure.

<div class="page-hero">
  <img class="page-hero-banner" src="https://proto-bio.github.io/proto-assets/images/tool/dssp/hero.png" alt="DSSP" />
</div>

<Note>
  **License:** DSSP is open source and free for academic and commercial use under a BSD-2-Clause license. Please refer to [the license](https://github.com/PDB-REDO/dssp/blob/trunk/LICENSE) for full terms.
</Note>

<p class="entity-disclaimer">This toolkit 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="paper-title">DSSP 4: FAIR annotation of protein secondary structure</div>
    <div class="paper-meta">Maarten L. Hekkelman, Daniel Alvarez Salmoral, ... Robbie P. Joosten</div>
    <div class="paper-meta paper-venue">Protein Science (2025)</div>
  </div>

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    ```bibtex theme={null}
    @article{hekkelman_2025_dssp4,
      title={{DSSP} 4: FAIR annotation of protein secondary structure},
      author={Hekkelman, Maarten L. and {\'A}lvarez Salmoral, Daniel and Perrakis, Anastassis and Joosten, Robbie P.},
      journal={Protein Science},
      volume={34},
      number={8},
      pages={e70208},
      year={2025},
      doi={10.1002/pro.70208},
      pmid={40671631},
      pmcid={PMC12268231},
    }

    @article{kabsch_1983_dssp,
      title={Dictionary of protein secondary structure: Pattern recognition of hydrogen-bonded and geometrical features},
      author={Kabsch, Wolfgang and Sander, Christian},
      journal={Biopolymers},
      volume={22},
      number={12},
      pages={2577--2637},
      year={1983},
      doi={10.1002/bip.360221211},
      pmid={6667333},
    }
    ```
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<div class="entity-contributors"><span class="entity-contributors-label">Toolkit contributors</span><span class="entity-contributors-people"><a class="entity-contributor" href="https://github.com/bviggiano" target="_blank" rel="noopener" title="bviggiano: 13 commits"><img noZoom class="entity-contributor-avatar" src="https://avatars.githubusercontent.com/u/21143637?v=4&s=64" alt="" loading="lazy" /><span class="entity-contributor-login">bviggiano</span></a><a class="entity-contributor" href="https://github.com/dguo8412" target="_blank" rel="noopener" title="dguo8412: 5 commits"><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><a class="entity-contributor" href="https://github.com/leba01" target="_blank" rel="noopener" title="leba01: 1 commit"><img noZoom class="entity-contributor-avatar" src="https://avatars.githubusercontent.com/u/124846286?v=4&s=64" alt="" loading="lazy" /><span class="entity-contributor-login">leba01</span></a></span></div>

| Function                         | Description                                               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| -------------------------------- | --------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `run_dssp_secondary_structure()` | Assign helix/sheet/loop percentages using the DSSP binary | <a href="#api-run-dssp-secondary-structure" class="func-table-btn func-api-btn"><svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M4 19.5v-15A2.5 2.5 0 0 1 6.5 2H19a1 1 0 0 1 1 1v18a1 1 0 0 1-1 1H6.5a1 1 0 0 1 0-5H20" /></svg> Docs</a> <a href="https://github.com/evo-design/proto-tools/blob/47e34afa5ea240a3b406e323dc38aa5dc85f223e/proto_tools/tools/structure_scoring/dssp/dssp.py#L201" target="_blank" class="func-table-btn func-source-btn"><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> |

## Background

DSSP ([Kabsch and Sander, 1983](https://doi.org/10.1002/bip.360221211)) is an assignment program that classifies each residue of a protein into a secondary-structure state by inspecting the geometry and the hydrogen-bond pattern of the protein backbone. Recurring turns are assigned as helices (states `H`, `G`, and `I` for alpha, 3-10, and pi helices respectively), recurring bridges between residues form ladders that are assigned as strand (`E`), and isolated bridges, turns, bends, and unassigned residues form the remaining states. DSSP works only from atomic coordinates and does not predict secondary structure from sequence alone. The modern implementation ([Hekkelman et al., 2025](https://doi.org/10.1002/pro.70208)) is maintained by the [PDB-REDO project](https://github.com/PDB-REDO) at the Netherlands Cancer Institute and ships as the `mkdssp` command-line program with extended mmCIF support and FAIR annotation.

This toolkit collapses the per-residue DSSP states into a coarse three-class summary for the chain of interest. Helix percentage counts residues assigned `H`, `G`, or `I`. Sheet percentage counts residues assigned `E`. Loop percentage counts every other DSSP state (`B`, `T`, `S`, the unassigned state, and the `P` polyproline-II state introduced in DSSP 4). The three percentages sum to 100 for the counted residues of the selected chain.

### Learning Resources

* [PDB-REDO/dssp](https://github.com/PDB-REDO/dssp) (PDB-REDO project, Netherlands Cancer Institute). Official repository and the source of the `mkdssp` command-line program that this toolkit invokes.
* [`mkdssp` command-line reference](https://github.com/PDB-REDO/dssp/blob/trunk/doc/mkdssp.md) (PDB-REDO project). Reference documentation for the DSSP state alphabet and the command-line interface of the program that this toolkit invokes.

## Tools

<a name="api-run-dssp-secondary-structure" />

<div class="tool-section-card">
  ### DSSP Secondary Structure (`dssp-secondary-structure`)

  Assigns secondary structure with the `mkdssp` program for a selected chain in each input structure and returns the resulting helix, sheet, and loop percentages. Inputs are supplied as one or more `DSSPStructureInput` objects, each carrying a `Structure` (or a path / coordinate string accepted by `Structure`) plus the chain identifier to analyse. Multiple structures in one call are processed independently and the results are returned in input order.

  #### API Reference

  <div class="api-model-section api-input-section">
    <a href="https://github.com/evo-design/proto-tools/blob/47e34afa5ea240a3b406e323dc38aa5dc85f223e/proto_tools/tools/structure_scoring/dssp/dssp.py#L106" 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>

    <Accordion title="Input: DSSPSecondaryStructureInput">
      <ParamField path="inputs" type="List[DSSPStructureInput]" required>
        Structures and chains to analyze.

        <Expandable title="DSSPStructureInput">
          <ParamField path="chain" type="SingleChainSelection">
            Chain to analyze. `None` analyzes the first chain in the structure. `mkdssp` always runs on the whole structure, so this only selects which chain's percentages are reported.
          </ParamField>

          <ParamField path="structure" type="Structure" required>
            Protein structure to analyze.
          </ParamField>
        </Expandable>
      </ParamField>
    </Accordion>
  </div>

  <div class="api-model-section api-config-section">
    <a href="https://github.com/evo-design/proto-tools/blob/47e34afa5ea240a3b406e323dc38aa5dc85f223e/proto_tools/tools/structure_scoring/dssp/dssp.py#L129" 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>

    <Accordion title="Config: DSSPSecondaryStructureConfig">
      <ParamField path="verbose" type="integer" default="0">
        Verbosity level (0=quiet, 1=info, 2=debug, 3=raw subprocess stderr). `True` is coerced to `1` and `False` to `0`.
      </ParamField>

      <ParamField path="device" type="string" default="cpu">
        Device to run the tool on.
      </ParamField>

      <ParamField path="timeout" type="integer" default="3600">
        Maximum execution time in seconds. `None` waits indefinitely.
      </ParamField>

      <ParamField path="seed" type="integer">
        Random seed. When set, tools run reproducibly up to small GPU float noise (see `BaseToolOutput.approx_equal`), and the seed participates in cache keys. When None, cacheable seed-sensitive tools skip cache until seeded.
      </ParamField>
    </Accordion>
  </div>

  <div class="api-model-section api-output-section">
    <a href="https://github.com/evo-design/proto-tools/blob/47e34afa5ea240a3b406e323dc38aa5dc85f223e/proto_tools/tools/structure_scoring/dssp/dssp.py#L136" 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>

    <Accordion title="Output: DSSPSecondaryStructureOutput">
      <ResponseField name="results" type="List[DSSPSecondaryStructureMetrics]">
        Per-input secondary-structure percentages.

        <Expandable title="DSSPSecondaryStructureMetrics">
          <ResponseField name="chain_id" type="string" required>
            Analyzed chain label in the input structure namespace.
          </ResponseField>

          <ResponseField name="primary_metric" type="string">
            Name of the metric that best summarizes the result overall (e.g. `"avg_plddt"` for AlphaFold2). Used by downstream UI and reporting to pick a headline value.
          </ResponseField>

          <ResponseField name="metric_type" type="string">
            Concrete Metrics subclass tag; enables typed reconstruction after a serialization round-trip.
          </ResponseField>
        </Expandable>
      </ResponseField>

      **Metrics** (one set per `results` item)

      | Metric      | Type  | Range        | Availability |
      | ----------- | ----- | ------------ | ------------ |
      | `helix_pct` | float | 0.0 to 100.0 | always       |
      | `sheet_pct` | float | 0.0 to 100.0 | always       |
      | `loop_pct`  | float | 0.0 to 100.0 | always       |
    </Accordion>
  </div>

  #### Applications

  This tool is appropriate for filtering designed proteins by their secondary-structure composition, for summarising the helical or beta-sheet content of a predicted structure ensemble, and for any analysis that requires a DSSP-backed secondary-structure assignment as an upstream step in a larger pipeline. The collapsed three-class summary is the right shape for ranking or filtering large structure batches by composition.

  #### Usage Tips

  * **Select the chain to analyze, or leave `chain` empty to analyze the first chain.** `chain` is a `SingleChainSelection` (e.g. `"A"`); each input structure yields one result row for its selected chain. The input validator hard-errors when the selected chain is not present and lists the available chains. Omitting `chain` analyzes the first chain in the structure.
  * **Structures with more than 62 chains are rejected.** The DSSP standalone runs on PDB-format text, which represents a chain identifier as a single character from `A-Z`, `a-z`, or `0-9`. Structures exceeding this limit cannot be dispatched through the wrapper.
  * **Helix percentage counts DSSP states `H`, `G`, and `I`.** Sheet percentage counts state `E`. Loop percentage counts every remaining state, including `B`, `T`, `S`, the unassigned state, and the `P` polyproline-II state introduced in DSSP 4. The three percentages sum to 100 for the counted residues of the selected chain.
  * **The first model is used for multi-model structures.** Only the first model parsed by Biopython contributes to the residue counts. To analyse a specific model in an NMR ensemble or a multi-state file, extract that model into its own `Structure` before passing it in.
</div>

## Toolkit Notes

These apply to every DSSP tool in this toolkit (`dssp-secondary-structure`).

* **Structure inputs accept either typed `Structure` objects or a path / coordinate string.** A field validator normalises raw paths and `Structure`-coercible values into `Structure` instances at input time. The wrapper writes each parsed structure to a temporary PDB file for the DSSP program and removes it after the call.
* **Outputs are returned as typed metric objects.** Each `DSSPSecondaryStructureMetrics` result carries the analysed chain identifier and the three secondary-structure percentages, with `helix_pct`, `sheet_pct`, and `loop_pct` constrained to the range 0 to 100. Results serialise to CSV or JSON through the standard export interface.

<Tip>
  **Example notebook:** See the [full working example](https://github.com/evo-design/proto-tools/blob/47e34afa5ea240a3b406e323dc38aa5dc85f223e/proto_tools/tools/structure_scoring/dssp/examples/example.ipynb) for a copy-paste-ready walkthrough.
</Tip>

## Infrastructure Guides

The following guides cover how to run tools efficiently and at scale.

<CardGroup cols={2}>
  <Card title="Tool Persistence" icon="repeat" href="/docs/tools/guides/tool-persistence">Keep a tool's model warm across calls instead of reloading it every invocation.</Card>
  <Card title="Device Management" icon="cpu" href="/docs/tools/guides/device-management">How GPUs are allocated to tools and how to target specific devices.</Card>
  <Card title="Parallel Execution" icon="layers" href="/docs/tools/guides/parallel-execution">Fan a batch of inputs out across multiple GPUs.</Card>
</CardGroup>
