Data · dataset · 2026
Escherichia coli CRISPR-Cas9 sgRNA On-target Activity Dataset (Wild-type, eSpCas9, and recA-Knockout Backgrounds)
Listed in ScienceDB
This dataset is the supporting data for the paper "Prediction Model for Prokaryotic sgRNA Cleavage Activity Fusing Local Multi-Scale Convolution and Global RNA Semantics" (submitted to《Progress in Biochemistry and Biophysics》, manuscript No.20260295).
Description
The data were mainly derived from the construction of a prokaryotic sgRNA cleavage-activity prediction model and related supplementary experiments conducted at the College of Science, Dalian Maritime University, from December 2025 to September 2026.
The dataset integrates three prokaryotic benchmark datasets—wild-type Cas9 and its high-fidelity variants eSpCas9 and knoRecA_Cas9—sourced from an E. coli genome-scale sgRNA library (Wang et al., Nucleic Acids Research, 2018), comprising more than 137,000 sgRNA sequences of 43 nt together with their cleavage activities measured by high-throughput sequencing, and balanced binary labels (high-/low-efficiency) generated using the median editing efficiency of each dataset as the threshold.
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It also records the 640-dimensional global semantic features extracted by the pretrained RNA foundation model RNA-FM, the source code and trained weights of the dual-channel fusion model (local multi-scale convolution + global RNA semantics), and the results of supplementary experiments including cross-species few-shot fine-tuning, label-noise robustness, and dual-channel fusion-weight attribution. This dataset lays the foundation for the precise preliminary screening of high-activity sgRNAs and the development of new methods for sgRNA cleavage-activity prediction in prokaryotic CRISPR-Cas9 genome editing.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.011xb ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Sequencing 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.011xb | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[modality].local:modality:sequencing | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |