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amva13 committed Oct 8, 2024
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4 changes: 4 additions & 0 deletions .gitignore
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*.py[cod]
*$py.class

bin/
lib64
pyvenv.cfg

# C extensions
*.so

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28 changes: 14 additions & 14 deletions benchmark/leaderboards.py
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"desc",
[
[
"PINNACLE", "Alejandro Velez-Arce", "[email protected]", "https://github.com/mims-harvard/PINNACLE",
"PINNACLE", "Michelle Li", "[email protected]", "https://github.com/mims-harvard/PINNACLE",
"https://www.biorxiv.org/content/10.1101/2023.07.18.549602v2", 0.873
],
],
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"desc",
[
[
"MIX-TPI", "Alejandro Velez-Arce", "[email protected]", "https://github.com/Wolverinerine/MIX-TPI",
"MIX-TPI", "Xiang Lin", "[email protected]", "https://github.com/Wolverinerine/MIX-TPI",
"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423027/", 0.995
],
[
"NET-TCR2", "Alejandro Velez-Arce", "[email protected]", "https://github.com/mnielLab/NetTCR-2.0",
"NET-TCR2", "Xiang Lin", "[email protected]", "https://github.com/mnielLab/NetTCR-2.0",
"https://www.nature.com/articles/s42003-021-02610-3", 0.985
],
[
"TEINet", "Alejandro Velez-Arce", "[email protected]", "https://github.com/jiangdada1221/TEINet",
"TEINet", "Xiang Lin", "[email protected]", "https://github.com/jiangdada1221/TEINet",
"https://www.biorxiv.org/content/10.1101/2022.10.20.513029v1", 0.981
],
[
"AVIB-TCR", "Alejandro Velez-Arce", "[email protected]", "https://github.com/nec-research/vibtcr",
"AVIB-TCR", "Xiang Lin", "[email protected]", "https://github.com/nec-research/vibtcr",
"https://pubmed.ncbi.nlm.nih.gov/36571499/", 0.949
],
[
"TITAN", "Alejandro Velez-Arce", "[email protected]", "https://github.com/PaccMann/TITAN",
"TITAN", "Xiang Lin", "[email protected]", "https://github.com/PaccMann/TITAN",
"https://pubmed.ncbi.nlm.nih.gov/34252922/", 0.661
],
[
"PanPep", "Alejandro Velez-Arce", "[email protected]", "https://github.com/bm2-lab/PanPep",
"PanPep", "Xiang Lin", "[email protected]", "https://github.com/bm2-lab/PanPep",
"https://www.nature.com/articles/s42256-023-00619-3", 0.499
],
],
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"desc",
[
[
"AVIB-TCR", "Alejandro Velez-Arce", "[email protected]", "https://github.com/nec-research/vibtcr",
"AVIB-TCR", "Xiang Lin", "[email protected]", "https://github.com/nec-research/vibtcr",
"https://pubmed.ncbi.nlm.nih.gov/36571499/", 0.605
],
[
"MIX-TPI", "Alejandro Velez-Arce", "[email protected]", "https://github.com/Wolverinerine/MIX-TPI",
"MIX-TPI", "Xiang Lin", "[email protected]", "https://github.com/Wolverinerine/MIX-TPI",
"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423027/", 0.597
],
[
"TEINet", "Alejandro Velez-Arce", "[email protected]", "https://github.com/jiangdada1221/TEINet",
"TEINet", "Xiang Lin", "[email protected]", "https://github.com/jiangdada1221/TEINet",
"https://www.biorxiv.org/content/10.1101/2022.10.20.513029v1", 0.581
],
[
"PanPep", "Alejandro Velez-Arce", "[email protected]", "https://github.com/bm2-lab/PanPep",
"PanPep", "Xiang Lin", "[email protected]", "https://github.com/bm2-lab/PanPep",
"https://www.nature.com/articles/s42256-023-00619-3", 0.579
],
[
"NET-TCR2", "Alejandro Velez-Arce", "[email protected]", "https://github.com/mnielLab/NetTCR-2.0",
"NET-TCR2", "Xiang Lin", "[email protected]", "https://github.com/mnielLab/NetTCR-2.0",
"https://www.nature.com/articles/s42003-021-02610-3", 0.554
],
[
"TITAN", "Alejandro Velez-Arce", "[email protected]", "https://github.com/PaccMann/TITAN",
"TITAN", "Xiang Lin", "[email protected]", "https://github.com/PaccMann/TITAN",
"https://pubmed.ncbi.nlm.nih.gov/34252922/", 0.523
],
],
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"desc",
[
[
"HINT", "Alejandro Velez-Arce", "[email protected]", "https://github.com/futianfan/clinical-trial-outcome-prediction",
"HINT", "Tianfan Fu", "[email protected]", "https://github.com/futianfan/clinical-trial-outcome-prediction",
"https://www.sciencedirect.com/science/article/pii/S2666389922000186", 0.703
],
],
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8 changes: 5 additions & 3 deletions task_datasets/multi_pred_tasks/datasets.py
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known association with the therapeutic area of interest according to Open Targets. A protein is\
deemed druggable if targeted by at least one existing drug. We extract drugs and their \
nominal targets from Drugbank. We retain negative training examples activated in at \
least one cell type-specific protein interaction network.",
least one cell type-specific protein interaction network. Note: to get the exact cell-type-specific \
data and labels used in the PINNACLE paper, please refer to the TDC.scDTI benchmark group.",
"Classification. Given the protein and cell-context, predict whether the protein is a therapeutic target. ",
"The final number of positive (negative) samples for RA and IBD were 152 (1,465) and 114 (1,377), respectively. In PINNACLE,\
this dataset was augmented to include 156 cell types.",
["Cold Protein Split"],
"DataLoader",
[
[
"[1] Li, Michelle, et al. “Contextualizing Protein Representations Using Deep Learning on Protein Networks \
and Single-Cell Data” bioRxiv (2023) ",
"Michelle M. Li, Yepeng Huang, Marissa Sumathipala, Man Qing Liang, \
Alberto Valdeolivas, Ashwin N. Ananthakrishnan, Katherine Liao, \
Daniel Marbach and Marinka Zitnik Nature Methods 2024",
"https://www.biorxiv.org/content/10.1101/2023.07.18.549602v1"
]
],
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6 changes: 3 additions & 3 deletions templates/benchmark/admet.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/clinical_trial.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/counterfactual.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/docking.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/drd3.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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2 changes: 1 addition & 1 deletion templates/benchmark/drugcomb_css.html
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</a>
</div>
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<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/drugcombo.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/dti_dg.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
</div>
<div class="column is-4 has-text-right is-vcentered">
<a href="https://arxiv.org/abs/2102.09548">
<a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">
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6 changes: 3 additions & 3 deletions templates/benchmark/leaderboard.html
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<div class="navbar-item has-dropdown is-hoverable">
<a href="/overview/" class="navbar-link ">Datasets</a>
<a href="/overview" class="navbar-link ">Datasets</a>
<div class="navbar-dropdown">

<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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</a>
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6 changes: 3 additions & 3 deletions templates/benchmark/proteinpeptide.html
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<div class="navbar-item has-dropdown is-hoverable">
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<a href="/overview" class="navbar-link ">Datasets</a>
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<a href="/overview/" class="navbar-item ">Overview</a>
<a href="/overview" class="navbar-item ">Overview</a>

<a href="/single_pred_tasks/overview" class="navbar-item ">Single-instance Prediction</a>

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