RiSPICE LoRA Adapter (1000 bp)

This repository provides the 1000 bp LoRA adapter for RiSPICE (Rice SNP Prioritization Integrating Chromatin Effects), fine-tuned on top of DNABERT-2-117M for multi-label prediction of rice chromatin features from DNA sequences.

Model Summary

  • Method: RiSPICE (Rice SNP Prioritization Integrating Chromatin Effects)
  • Base Model: paolomanlapaz/rispice-base
  • Adapter Type: PEFT / LoRA
  • Sequence Length: 1000 bp
  • Task: Multi-label Chromatin Feature Prediction (num_labels=12)

Feature Order

The model outputs logits/probabilities corresponding to the following 12 chromatin features in exact order (Index 0 to 11):

Index Feature
0 ATAC-Seq
1 H3K4ac
2 H3K4me2
3 H3K4me3
4 H3K9ac
5 H3K9me1
6 H3K23ac
7 H3K27ac
8 H3K27me3
9 H3K36me3
10 H4K12ac
11 H4K16ac

Usage & Pipeline Code

For dataset preprocessing, model loading, and batch inference scripts, please refer to our GitHub repository:
๐Ÿ”— bioinfodlsu/rispice

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