> ## 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.

# Sequence Scoring

> Predict functional effects from genomic sequences

Predict functional genomic readouts directly from DNA sequence, including gene expression,
chromatin accessibility, transcription initiation, and regulatory activity. These tools
estimate how a sequence behaves and how variants change that behavior, at resolutions
ranging from individual regulatory elements to long genomic windows.

* **Input:** a DNA sequence, or a sequence variant to evaluate.
* **Output:** predicted functional and regulatory activity (such as expression or accessibility), or a variant's effect on it.

<div class="tool-catalog-grid">
  <a href="/docs/tools/sequence-scoring/alphagenome" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphagenome/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/borzoi" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/borzoi/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#25BD56"}} title="Calico"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/c657ced08752.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=66cef0bf858664a3315a92308c57f370" alt="" class="tool-card-org-logo" width="150" height="150" data-path="assets/images/cached/c657ced08752.png" /> Calico</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/deeppbs-specificity" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/deeppbs_specificity/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#990000"}} title="University of Southern California"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/fe8211725e60.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=c66930648135f54afdf5912b79afb512" alt="" class="tool-card-org-logo" width="330" height="339" data-path="assets/images/cached/fe8211725e60.png" /> USC</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/enformer" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/enformer/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/malinois" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/malinois/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0E6BA8"}} title="Broad Institute"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/bddd3f7a9c3d.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5466c361c59d5211ef8491a58019cbaa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/bddd3f7a9c3d.png" /> Broad Institute</span> <span class="tool-card-org" style={{background: "#00558C"}} title="The Jackson Laboratory"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/3f39871e93d0.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=f15df9c789b688eb105eeccc3f744c03" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/3f39871e93d0.png" /> The Jackson Laboratory</span> <span class="tool-card-org" style={{background: "#00356B"}} title="Yale University"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/94cec05156be.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=2926566568a1ade9758877d14519ec9c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/94cec05156be.png" /> Yale University</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/na-mpnn-specificity" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/na_mpnn_specificity/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4B2E83"}} title="University of Washington">UW</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/parade" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/parade/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#052049"}} title="University of California, San Francisco"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/5041e72f92fb.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=7ac60809f069a1cfd150f24d073683ca" alt="" class="tool-card-org-logo" width="330" height="161" data-path="assets/images/cached/5041e72f92fb.png" /> UCSF</span> <span class="tool-card-org" style={{background: "#F06000"}} title="Autosome.org"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/e44bca269463.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=87db0e2162a4f2d6c226b794824d9a29" alt="" class="tool-card-org-logo" width="96" height="96" data-path="assets/images/cached/e44bca269463.png" /> Autosome.org</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/puffin" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/puffin/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#00659F"}} title="UT Southwestern Medical Center"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/82d09f068327.jpg?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=479067e64dd13953c310718deca3de58" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/82d09f068327.jpg" /> UT Southwestern</span> <span class="tool-card-org" style={{background: "#E31837"}} title="St. Jude Children's Research Hospital"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/575f31e057f1.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=255e24df50e55bd2375b7633d7cd74aa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/575f31e057f1.png" /> St. Jude</span></div>
  </a>

  <a href="/docs/tools/sequence-scoring/segmasker" class="tool-catalog-card">
    <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/segmasker/carousel.png" alt="" loading="lazy" />

    <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
  </a>
</div>
