Constarium
← Search

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.

Read the rest (1 more)

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

Where it is published

Documentation and papers

Topics

Stated by source
Other
From keywords
Life Sciences
Provenance · 1 source records, 8 field assertions
SourceKeyLast seenRaw
NCBI GEOGSE33620813 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · NCBI GEOconnector:ncbi_geo@1.0.0
concepts[field].anzsrc:group:3102enrichment · NCBI GEOtaxonomy-embedding@1.1.0title+keywords+description (73%)
concepts[field].local:field:life-sciencesmapping · NCBI GEOconnector:ncbi_geo@1.0.0
concepts[method].geo_series_type:othersource · NCBI GEOconnector:ncbi_geo@1.0.0/gdstype
concepts[modality].local:modality:sequencingenrichment · NCBI GEOkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · NCBI GEOconnector:ncbi_geo@1.0.0/summary
publication_datesource · NCBI GEOconnector:ncbi_geo@1.0.0
titlesource · NCBI GEOconnector:ncbi_geo@1.0.0/title