Table · study · 2026
From enrichment to inference: a multi-target framework for scalable aptamer discovery
Listed in NCBI GEO
SELEX has greatly advanced aptamer discovery; however, traditional workflows face considerable challenges in scaling due to the labor-intensive screening and validation processes.
Description
More critically, in conventional SELEX, sequencing abundance does not always correlate directly with binding properties due to amplification bias, matrix adsorption, and initial copy-number advantages. We establish an automated framework that converts enrichment readouts into affinity- and specificity-informed candidate prioritization.
The framework integrates two key innovations: a distribution-reset secondary screening and a relative abundance ratio for candidate selection. Furthermore, the 96-target workflow generates a systematically organized sequence-target dataset that can be utilized as a valuable resource for analyzing SELEX mechanisms and facilitating AI-assisted ap-tamer discovery. Here, we release the sequencing data of the enriched libraries.
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Within each sequence-protein matrix, the dataset integrates raw read counts, relative abundance ratios, sequence ranks, and target identities into a unified format. This structure preserves both successful and unsuccessful screening results, which are crucial for com-prehending target screenability and distinguishing genuine target-specific enrichment from general back-ground retention.
Links
Get the data
- GEO FTP directory ftp.ncbi.nlm.nih.gov/geo/series/GSE336nnn/GSE336208 ↗
download · from NCBI GEO
Where it is published
- GEO accession page ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE336208 ↗
landing page · from NCBI GEO
Documentation and papers
- PRJNA1481083 ncbi.nlm.nih.gov/bioproject/PRJNA1481083 ↗
project · from NCBI GEO
Topics
- Stated by source
- Other
- From keywords
- Life Sciences
- Inferred from text
- Bioinformatics and computational biology 73% · Sequencing 75%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCBI GEO | GSE336208 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| concepts[field].anzsrc:group:3102 | enrichment · NCBI GEO | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| concepts[field].local:field:life-sciences | mapping · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| concepts[method].geo_series_type:other | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /gdstype |
| concepts[modality].local:modality:sequencing | enrichment · NCBI GEO | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /summary |
| publication_date | source · NCBI GEO | connector:ncbi_geo@1.0.0 | |
| title | source · NCBI GEO | connector:ncbi_geo@1.0.0 | /title |