--- datasets: - multimolecule/deltasplice-human library_name: multimolecule license: agpl-3.0 pipeline: splice-site pipeline_tag: other tags: - Biology - RNA - Splicing - rna widget: - example_title: microRNA 21 pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: UAGCUUAUCAGACUGAUGUUGA - example_title: microRNA 146a pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: UGAGAACUGAAUUCCAUGGGUU - example_title: microRNA 155 pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: UUAAUGCUAAUCGUGAUAGGGGUU - example_title: RNA component of mitochondrial RNA processing endoribonuclease pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: GGUUCGUGCUGAAGGCCUGUAUCCUAGGCUACACACUGAGGACUCUGUUCCUCCCCUUUCCGCCUAGGGGAAAGUCCCCGGACCUCGGGCAGAGAGUGCCACGUGCAUACGCACGUAGACAUUCCCCGCUUCCCACUCCAAAGUCCGCCAAGAAGCGUAUCCCGCUGAGCGGCGUGGCGCGGGGGCGUCAUCCGUCAGCUCCCUCUAGUUACGCAGGCAGUGCGUGUCCGCGCACCAACCACACGGGGCUCAUUCUCAGCGCGGCUGUAAAAAAAAA - example_title: 7SK small nuclear RNA pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: GGAUGUGAGGGCGAUCUGGCUGCGACAUCUGUCACCCCAUUGAUCGCCAGGGUUGAUUCGGCUGAUCUGGCUGGCUAGGCGGGUGUCCCCUUCCUCCCUCACCGCUCCAUGUGCGUCCCUCCCGAAGCUGCGCGCUCGGUCGAAGAGGACGACCAUCCCCGAUAGAGGAGGACCGGUCUUCGGUCAAGGGUAUACGAGUAGCUGCGCUCCCCUGCUAGAACCUCCAAACAAGCUCUCAAGGUCCAUUUGUAGGAGAACGUAGGGUAGUCAAGCUUCCAAGACUCCAGACACAUCCAAAUGAGGCGCUGCAUGUGGCAGUCUGCCUUUCUUUU - example_title: telomerase RNA component pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: GGGUUGCGGAGGGUGGGCCUGGGAGGGGUGGUGGCCAUUUUUUGUCUAACCCUAACUGAGAAGGGCGUAGGCGCCGUGCUUUUGCUCCCCGCGCGCUGUUUUUCUCGCUGACUUUCAGCGGGCGGAAAAGCCUCGGCCUGCCGCCUUCCACCGUUCAUUCUAGAGCAAACAAAAAAUGUCAGCUGCUGGCCCGUUCGCCCCUCCCGGGGACCUGCGGCGGGUCGCCUGCCCAGCCCCCGAACCCCGCCUGGAGGCCGCGGUCGGCCCGGGGCUUCUCCGGAGGCACCCACUGCCACCGCGAAGAGUUGGGCUCUGUCAGCCGCGGGUCUCUCGGGGGCGAGGGCGAGGUUCAGGCCUUUCAGGCCGCAGGAAGAGGAACGGAGCGAGUCCCCGCGCGCGGCGCGAUUCCCUGAGCUGUGGGACGUGCACCCAGGACUCGGCUCACACAUGC - example_title: vault RNA 2-1 pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: CGGGUCGGAGUUAGCUCAAGCGGUUACCUCCUCAUGCCGGACUUUCUAUCUGUCCAUCUCUGUGCUGGGGUUCGAGACCCGCGGGUGCUUACUGACCCUUUUAUGCAA - example_title: brain cytoplasmic RNA 1 pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: GGCCGGGCGCGGUGGCUCACGCCUGUAAUCCCAGCUCUCAGGGAGGCUAAGAGGCGGGAGGAUAGCUUGAGCCCAGGAGUUCGAGACCUGCCUGGGCAAUAUAGCGAGACCCCGUUCUCCAGAAAAAGGAAAAAAAAAAACAAAAGACAAAAAAAAAAUAAGCGUAACUUCCCUCAAAGCAACAACCCCCCCCCCCCUUU - example_title: HIV-1 TAR-WT pipeline_tag: splice-site sequence_type: ncRNA task: splice-site text: GGUCUCUCUGGUUAGACCAGAUCUGAGCCUGGGAGCUCUCUGGCUAACUAGGGAACC - example_title: prion protein (Kanno blood group) pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGGCGAACCUUGGCUGCUGGAUGCUGGUUCUCUUUGUGGCCACAUGGAGUGACCUGGGCCUCUGC - example_title: interleukin 10 pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGCACAGCUCAGCACUGCUCUGUUGCCUGGUCCUCCUGACUGGGGUGAGGGCC - example_title: Zaire ebolavirus pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AAUGUUCAAACACUUUGUGAAGCUCUGUUAGCUGAUGGUCUUGCUAAAGCAUUUCCUAGCAAUAUGAUGGUAGUCACAGAGCGUGAGCAAAAAGAAAGCUUAUUGCAUCAAGCAUCAUGGCACCACACAAGUGAUGAUUUUGGUGAGCAUGCCACAGUUAGAGGGAGUAGCUUUGUAACUGAUUUAGAGAAAUACAAUCUUGCAUUUAGAUAUGAGUUUACAGCACCUUUUAUAGAAUAUUGUAACCGUUGCUAUGGUGUUAAGAAUGUUUUUAAUUGGAUGCAUUAUACAAUCCCACAGUGUUAU - example_title: SARS coronavirus pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGUUUAUUUUCUUAUUAUUUCUUACUCUCACUAGUGGUAGUGACCUUGACCGGUGCACCACUUUUGAUGAUGUUCAAGCUCCUAAUUACACUCAACAUACUUCAUCUAUGAGGGGGGUUUACUAUCCUGAUGAAAUUUUUAGAUCAGACACUCUUUAUUUAACUCAGGAUUUAUUUCUUCCAUUUUAUUCUAAUGUUACAGGGUUUCAUACUAUUAAUCAUACGUUUGACAACCCUGUCAUACCUUUUAAGGAUGGUAUUUAUUUUGCUGCCACAGAGAAAUCAAAUGUUGUCCGUGGUUGGGUUUUUGGUUCUACCAUGAACAACAAGUCACAGUCGGUGAUUAUUAUUAACAAUUCUACUAAUGUUGUUAUACGAGCAUGUAACUUUGAAUUGUGUGACAACCCUUUCUUUGCUGUUUCUAAACCCAUGGGUACACAGACACAUACUAUGAUAUUCGAUAAUGCAUUUAAAUGCACUUUCGAGUACAUAUCU - example_title: insulin pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGGCCCUGUGGAUGCGCCUCCUGCCCCUGCUGGCGCUGCUGGCCCUCUGGGGACCUGACCCAGCCGCAGCCUUUGUGAACCAACACCUGUGCGGCUCACACCUGGUGGAAGCUCUCUACCUAGUGUGCGGGGAACGAGGCUUCUUCUACACACCCAAGACCCGCCGGGAGGCAGAGGACCUGCAGGUGGGGCAGGUGGAGCUGGGCGGGGGCCCUGGUGCAGGCAGCCUGCAGCCCUUGGCCCUGGAGGGGUCCCUGCAGAAGCGUGGCAUUGUGGAACAAUGCUGUACCAGCAUCUGCUCCCUCUACCAGCUGGAGAACUACUGCAACUAG - example_title: cyclin dependent kinase inhibitor 2A pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGGAGCCGGCGGCGGGGAGCAGCAUGGAGCCUUCGGCUGACUGGCUGGCCACGGCCGCGGCCCGGGGUCGGGUAGAGGAGGUGCGGGCGCUGCUGGAGGCGGGGGCGCUGCCCAACGCACCGAAUAGUUACGGUCGGAGGCCGAUCCAGGUCAUGAUGAUGGGCAGCGCCCGAGUGGCGGAGCUGCUGCUGCUCCACGGCGCGGAGCCCAACUGCGCCGACCCCGCCACUCUCACCCGACCCGUGCACGACGCUGCCCGGGAGGGCUUCCUGGACACGCUGGUGGUGCUGCACCGGGCCGGGGCGCGGCUGGACGUGCGCGAUGCCUGGGGCCGUCUGCCCGUGGACCUGGCUGAGGAGCUGGGCCAUCGCGAUGUCGCACGGUACCUGCGCGCGGCUGCGGGGGGCACCAGAGGCAGUAACCAUGCCCGCAUAGAUGCCGCGGAAGGUCCCUCAGACAUCCCCGAUUGA - example_title: human papillomavirus type 16 E6 pipeline_tag: splice-site sequence_type: mRNA task: splice-site text: AUGCACCAAAAGAGAACUGCAAUGUUUCAGGACCCACAGGAGCGACCCAGAAAGUUACCACAGUUAUGCACAGAGCUGCAAACAACUAUACAUGAUAUAAUAUUAGAAUGUGUGUACUGCAAGCAACAGUUACUGCGACGUGAGGUAUAUGACUUUGCUUUUCGGGAUUUAUGCAUAGUAUAUAGAGAUGGGAAUCCAUAUGCUGUAUGUGAUAAAUGUUUAAAGUUUUAUUCUAAAAUUAGUGAGUAUAGACAUUAUUGUUAUAGUUUGUAUGGAACAACAUUAGAACAGCAAUACAACAAACCGUUGUGUGAUUUGUUAAUUAGGUGUAUUAACUGUCAAAAGCCACUGUGUCCUGAAGAAAAGCAAAGACAUCUGGACAAAAAGCAAAGAUUCCAUAAUAUAAGGGGUCGGUGGACCGGUCGAUGUAUGUCUUGUUGCAGAUCAUCAAGAACACGUAGAGAAACCCAGCUGUAA - example_title: NRAS proto-oncogene pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: GGGGCCGGAAGUGCCGCUCCUUGGUGGGGGCUGUUCAUGGCGGUUCCGGGGUCUCCAACAUUUUUCCCGGCUGUGGUCCUAAAUCUGUCCAAAGCAGAGGCAGUGGAGCUUGAGGUUCUUGCUGGUGUGAA - example_title: amyloid beta precursor protein pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: GUCAGUUUCCUCGGCAGCGGUAGGCGAGAGCACGCGGAGGAGCGUGCGCGGGGGCCCCGGGAGACGGCGGCGGUGGCGGCGCGGGCAGAGCAAGGACGCGGCGGAUCCCACUCGCACAGCAGCGCACUCGGUGCCCCGCGCAGGGUCGCG - example_title: RUNX family transcription factor 1 pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: ACUUCUUUGGGCCUCAUAAACAACCACAGAACCACAAGUUGGGUAGCCUGGCAGUGUCAGAAGUCUGAACCCAGCAUAGUGGUCAGCAGGCAGGACGAAUCACACUGAAUGCAAACCACAGGGUUUCGCAGCGUGGUAAAAGAAAUCAUUGAGUCCCCCGCCUUCAGAAGAGGGUGCAUUUUCAGGAGGAAGCG - example_title: fragile X messenger ribonucleoprotein 1 pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: CUCAGUCAGGCGCUCAGCUCCGUUUCGGUUUCACUUCCGGUGGAGGGCCGCCUCUGAGCGGGCGGCGGGCCGACGGCGAGCGCGGGCGGCGGCGGUGACGGAGGCGCCGCUGCCAGGGGGCGUGCGGCAGCGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGAGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCUGGGCCUCGAGCGCCCGCAGCCCACCUCUCGGGGGCGGGCUCCCGGCGCUAGCAGGGCUGAAGAGAAG - example_title: MYC proto-oncogene pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: AACUCGCUGUAGUAAUUCCAGCGAGAGGCAGAGGGAGCGAGCGGGCGGCCGGCUAGGGUGGAAGAGCCGGGCGAGCAGAGCUGCGCUGCGGGCGUCCUGGGAAGGGAGAUCCGGAGCGAAUAGGGGGCUUCGCCUCUGGCCCAGCCCUCCCGCUGAUCCCCCAGCCAGCGGUCCGCAACCCUUGCCGCAUCCACGAAACUUUGCCCAUAGCAGCGGGCGGGCACUUUGCACUGGAACUUACAACACCCGAGCAAGGACGCGACUCUCCCGACGCGGGGAGGCUAUUCUGCCCAUUUGGGGACACUUCCCCGCCGCUGCCAGGACCCGCUUCUCUGAAAGGCUCUCCUUGCAGCUGCUUAGACG - example_title: activating transcription factor 4 pipeline_tag: splice-site sequence_type: 5' UTR task: splice-site text: CAUUUCUACUUUGCCCGCCCACAGAUGUAGUUUUCUCUGCGCGUGUGCGUUUUCCCUCCUCCCCGCCCUCAGGGUCCACGGCCACCAUGGCGUAUUAGGGGCAGCAGUGCCUGCGGCAGCAUUGGCCUUUGCAGCGGCGGCAGCAGCACCAGGCUCUGCAGCGGCAACCCCCAGCGGCUUAAGCCAUGGCGCUUCUCACGGCAUUCAGCAGCAGCGUUGCUGUAACCGACAAAGACACCUUCGAAUUAAGCACAUUCCUCGAUUCCAGCAAAGCACCGCAAC - example_title: Human GPI protein p137 pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: UUUUUAAAAGGAAAAGAUACCAAAUGCCUGCUGCUACCACCCUUUUCAAUUGCUAUGUUUUGAAAGGCACCAGUAUGUGUUUUAGAUUGAUUUAAAUGUUUCAUUUAAAUCACGGACAGUAGUUUCAGUUCUGAUGGUAUAAGCAAAACAAAUAAAACGUUUAUAAAAGUUGUAUCUUGAAACACUGGUGUUCAACAGCUAGCAGCUUAUGUGAUUCACCCCAUGCCACGUUAGUGUCACAAAUUUUAUGGUUUAUCUCCAGCAACAUUUCUCUAGUACUUGCACUUAUUAUCUGAAUUC - example_title: nucleophosmin 1 pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: GAAAAUAGUUUAAACAAUUUGUUAAAAAAUUUUCCGUCUUAUUUCAUUUCUGUAACAGUUGAUAUCUGGCUGUCCUUUUUAUAAUGCAGAGUGAGAACUUUCCCUACCGUGUUUGAUAAAUGUUGUCCAGGUUCUAUUGCCAAGAAUGUGUUGUCCAAAAUGCCUGUUUAGUUUUUAAAGAUGGAACUCCACCCUUUGCUUGGUUUUAAGUAUGUAUGGAAUGUUAUGAUAGGACAUAGUAGUAGCGGUGGUCAGACAUGGAAAUGGUGGGGAGACAAAAAUAUACAUGUGAAAUAAAACUCAGUAUUUUAAUAAAGUAGCACGGUUUCUAUUGA - example_title: superoxide dismutase 1 pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: ACAUUCCCUUGGAUGUAGUCUGAGGCCCCUUAACUCAUCUGUUAUCCUGCUAGCUGUAGAAAUGUAUCCUGAUAAACAUUAAACACUGUAAUCUUAAAAGUGUAAUUGUGUGACUUUUUCAGAGUUGCUUUAAAGUACCUGUAGUGAGAAACUGAUUUAUGAUCACUUGGAAGAUUUGUAUAGUUUUAUAAAACUCAGUUAAAAUGUCUGUUUCAAUGACCUGUAUUUUGCCAGACUUAAAUCACAGAUGGGUAUUAAACUUGUCAGAAUUUCUUUGUCAUUCAAGCCUGUGAAUAAAAACCCUGUAUGGCACUUAUUAUGAGGCUAUUAAAAGAAUCCAAAUUCAAACUAAA - example_title: hemoglobin subunit alpha 2 pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: CUGGAGCCUCGGUAGCCGUUCCUCCUGCCCGCUGGGCCUCCCAACGGGCCCUCCUCCCCUCCUUGCACCGGCCCUUCCUGGUCUUUGAAUAAAGUCUGAGUGGGCAGCA - example_title: BRAF proto-oncogene pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: AACAAAUGAGUGAGAGAGUUCAGGAGAGUAGCAACAAAAGGAAAAUAAAUGAACAUAUGUUUGCUUAUAUGUUAAAUUGAAUAAAAUACUCUCUUUUUUUUUAAGGUGAACCAAAGAACACUUGUGUGGUUAAAGACUAGAUAUAAUUUUUCCCCAAACUAAAAUUUAUACUUAACAUUGGAUUUUUAACAUCCAAGGGUUAAAAUACAUAGACAUUGCUAAAAAUUGGCAGAGCCUCUUCUAGAGGCUUUACUUUCUGUUCCGGGUUUGUAUCAUUCACUUGGUUAUUUUAAGUAGUAAACUUCAGUUUCUCAUGCAACUUUUGUUGCCAGCUAUCACAUGUCCACUAGGGACUCCAGAAGAAGACCCUACCUAUGCCUGUGUUUGCAGGUGAGAAGUUGGCAGUCGGUUAGCCUGGG - example_title: H3 clustered histone 1 pipeline_tag: splice-site sequence_type: 3' UTR task: splice-site text: UUACUGUGGUCUCUCUGACGGUCCAAGCAAAGGCUCUUUUCAGAGCCACCACCUUUUC --- # DeltaSplice Reference-informed prediction of alternative splicing and splicing-altering mutations from sequences. ## Disclaimer This is an UNOFFICIAL implementation of [Reference-informed prediction of alternative splicing and splicing-altering mutations from sequences](https://doi.org/10.1101/gr.279044.124) by Chencheng Xu, Suying Bao, et al. The OFFICIAL repository of DeltaSplice is at [chaolinzhanglab/DeltaSplice](https://github.com/chaolinzhanglab/DeltaSplice). > [!TIP] > The MultiMolecule team has confirmed that the provided model and checkpoints are producing the same intermediate representations as the original implementation. **The team releasing DeltaSplice did not write this model card for this model so this model card has been written by the MultiMolecule team.** ## Model Details DeltaSplice predicts splice-site usage (SSU) and splicing-altering mutation effects from sequence. The model uses a valid-convolution dilated residual encoder and three prediction modules: splice-site usage, reference-informed delta-SSU, and an auxiliary splice-site head. The official package uses the average prediction of five checkpoints for SSU and delta-SSU prediction; MultiMolecule stores the five seed checkpoints of each released data variant as internal ensemble members and returns their average prediction. ### Variants - **[multimolecule/deltasplice](https://huggingface.co/multimolecule/deltasplice)**: DeltaSplice trained on the multi-species training set used by the upstream default checkpoints. - **[multimolecule/deltasplice-human](https://huggingface.co/multimolecule/deltasplice-human)**: DeltaSplice human-only comparison checkpoint set released by the upstream project. ### Model Specification | Variant | Num Layers | Hidden Size | Context | Ensemble Members | Num Parameters (M) | FLOPs (M) | MACs (M) | | ----------------- | ---------- | ----------- | ------- | ---------------- | ------------------ | ---------- | --------- | | DeltaSplice | 24 | 64 | 30000 | 5 | 40.376 | 1642965.72 | 820284.36 | | DeltaSplice-Human | 24 | 64 | 30000 | 5 | 40.376 | 1642965.72 | 820284.36 | (FLOPs and MACs measured on one requested output nucleotide with the default 30 kb padded context.) ### Links - **Code**: [multimolecule.deltasplice](https://github.com/DLS5-Omics/multimolecule/tree/master/multimolecule/models/deltasplice) - **Paper**: [Reference-informed prediction of alternative splicing and splicing-altering mutations from sequences](https://doi.org/10.1101/gr.279044.124) - **Developed by**: Chencheng Xu, Suying Bao, Ye Wang, Wenxing Li, Hao Chen, Yufeng Shen, Tao Jiang, Chaolin Zhang - **Model type**: Dilated residual 1D CNN ensemble for splice-site usage and delta-SSU prediction - **Original Repository**: [chaolinzhanglab/DeltaSplice](https://github.com/chaolinzhanglab/DeltaSplice) ## Usage The model file depends on the [`multimolecule`](https://multimolecule.danling.org) library. You can install it using pip: ```bash pip install multimolecule ``` ### Direct Use #### Splice-Site Usage ```python >>> from multimolecule import RnaTokenizer >>> from multimolecule.models.deltasplice import DeltaSpliceModel >>> tokenizer = RnaTokenizer.from_pretrained("multimolecule/deltasplice-human") >>> model = DeltaSpliceModel.from_pretrained("multimolecule/deltasplice-human") >>> inputs = tokenizer("AGCAGUCAUUAUGGCGAAUCUGGCAAGUA", return_tensors="pt") >>> output = model(**inputs) >>> output["probabilities"].shape torch.Size([1, 30, 3]) ``` #### Variant Effect ```python >>> from multimolecule import RnaTokenizer >>> from multimolecule.models.deltasplice import DeltaSpliceModel >>> tokenizer = RnaTokenizer.from_pretrained("multimolecule/deltasplice-human") >>> model = DeltaSpliceModel.from_pretrained("multimolecule/deltasplice-human") >>> reference = tokenizer("AGCAGUCAUUAUGGCGAAUCUGGCAAGUA", return_tensors="pt") >>> alternative = tokenizer("AGCAGUCAUUAUGGCUAAUCUGGCAAGUA", return_tensors="pt") >>> output = model(reference["input_ids"], alternative_input_ids=alternative["input_ids"], use_reference=True) >>> output["delta"].shape torch.Size([1, 30, 3]) ``` ### Interface - **Input**: RNA sequence tokenized with `RnaTokenizer`; `N` is encoded as zero nucleotide channels - **Output channels**: `no_splice`, `acceptor`, `donor` - **Reference-only call**: returns per-position splice-site usage probabilities in `probabilities` - **Reference + alternative call**: pass the reference sequence as `input_ids` and the alternate sequence as `alternative_input_ids` - **Reference usage**: pass `reference_usage` with shape `(batch_size, sequence_length, 3)` or omit it to use the model's own reference usage as the reference signal ## Training Details DeltaSplice was trained to predict splice-site usage from gene sequence and to improve mutation-effect prediction by incorporating reference splice-site usage. ### Training Data The upstream repository describes training from `gene_dataset.tsu.txt`, which contains splice-site usage in adult brains of eight mammalian species. ### Training Procedure The official release provides five seed checkpoints with the same architecture and data split. MultiMolecule represents these seed checkpoints as internal ensemble members rather than public model variants. ## Citation ```bibtex @article{xu2024deltasplice, title = {Reference-informed prediction of alternative splicing and splicing-altering mutations from sequences}, author = {Xu, Chencheng and Bao, Suying and Wang, Ye and Li, Wenxing and Chen, Hao and Shen, Yufeng and Jiang, Tao and Zhang, Chaolin}, journal = {Genome Research}, volume = {34}, number = {7}, pages = {1052--1065}, year = {2024}, doi = {10.1101/gr.279044.124} } ``` > [!NOTE] > The artifacts distributed in this repository are part of the MultiMolecule project. > If MultiMolecule supports your research, please cite the MultiMolecule project as follows: ```bibtex @software{chen_2024_12638419, author = {Chen, Zhiyuan and Zhu, Sophia Y.}, title = {MultiMolecule}, doi = {10.5281/zenodo.12638419}, publisher = {Zenodo}, url = {https://doi.org/10.5281/zenodo.12638419}, year = 2024, month = may, day = 4 } ``` ## Contact Please use GitHub issues of [MultiMolecule](https://github.com/DLS5-Omics/multimolecule/issues) for any questions or comments on the model card. Please contact the authors of the [DeltaSplice paper](https://doi.org/10.1101/gr.279044.124) for questions or comments on the paper/model. ## License This model implementation is licensed under the [GNU Affero General Public License](license.md). For additional terms and clarifications, please refer to our [License FAQ](license-faq.md). ```spdx SPDX-License-Identifier: AGPL-3.0-or-later ```