Study / S0EM4D3W42026-01-04

From Natural Discovery to AI‐Guided Design: A Curated Collection of Compact Enhancers for Crop Engineering

Qi Yao, Jin Gao, Keling Wang, Yufeng Liu, Peijin Han et al.

About this study

Precise transgene‐free gene upregulation remains a challenge in crop biotechnology, as conventional enhancers often exceed CRISPR‐mediated knock‐in size constraints and face regulatory hurdles. Here we establish a foundational cross‐species resource of compact transcriptional enhancers developed via STEM‐seq, a high‐throughput screening platform that systematically evaluated 81 475 genomic elements across maize, wheat, tomato, and soybean. This screen identified 6904 natural short transcriptional enhancers (STEs; 60–80 bp) exhibiting a broad range of activation efficiencies, with the most potent elements derived from wheat (up to 46.3‐fold activation). Augmenting this resource, we developed BaseSearch, an AI‐driven design framework, which computationally generated 5000 synthetic STE candidates and achieved a 9.1% success rate (11.4× higher than genome‐wide screening). This set included ten ultra‐potent enhancers outperforming natural counterparts by 2.27‐fold (64.5‐fold vs. 28.4‐fold activation). Notably, the compact size of these STEs aligns with regulatory frameworks that favor endogenous sequence lengths, offering potential pathways for policy‐compatible precision breeding. This integrated platform provides a substantial collection of functionally validated enhancers for crops, supplying the research community with immediately applicable elements for engineering agronomic traits while advancing the fundamental understanding of plant cis‐regulation.

Full author list & citation

Qi Yao, Jin Gao, Keling Wang, Yufeng Liu, Peijin Han, Hong Pan, Xiaofeng Yang, Qianlan Yin, Dating Zhong, Lu Ye, Qi Deng, Lingling Gao, Xiaoyu Tu, Dequan Wang, Yuming Lu. From Natural Discovery to AI‐Guided Design: A Curated Collection of Compact Enhancers for Crop Engineering. 2026-01-04. https://doi.org/10.1002/advs.202516600

Experiments 9

E03057HOQ

Natural tomato STEs in the EF1a-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Solanum lycopersicum (tomato) using the STEM-seq plasmid reporter with the EF1apro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4081SL3.0
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E15NJIDWH

Natural wheat STEs in the UBI-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Triticum aestivum (wheat) using the STEM-seq plasmid reporter with the UBIpro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4565IWGSC_v2.1
Explore data
E25Y0SBF0

Natural wheat STEs in the 35S minimal-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Triticum aestivum (wheat) using the STEM-seq plasmid reporter with the 35Sminipro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4565IWGSC_v2.1
Explore data
E2M8HDSES

Natural soybean STEs in the EF1a-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Glycine max (soybean) using the STEM-seq plasmid reporter with the EF1apro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:3847Gmax_v4
Explore data
E431FME3Y

Natural tomato STEs in the 35S minimal-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Solanum lycopersicum (tomato) using the STEM-seq plasmid reporter with the 35Sminipro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4081SL3.0
Explore data
E535K4OST

Natural soybean STEs in the 35S minimal-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Glycine max (soybean) using the STEM-seq plasmid reporter with the 35Sminipro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:3847Gmax_v4
Explore data
E8JLLTU31

Natural maize STEs in the UBI-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Zea mays (maize) using the STEM-seq plasmid reporter with the UBIpro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4577B73_RefGen_v4
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E9ODGMNLV

Natural maize STEs in the 35S minimal-promoter STEM-seq screen

An 80-bp natural short transcriptional enhancer (STE) library was assayed in Zea mays (maize) using the STEM-seq plasmid reporter with the 35Sminipro context. The table contains the authors’ two-replicate RNA/DNA-normalized activity measurements and their replicate-combined statistics.

Episomal Plasmid MPRANCBITaxon:4577B73_RefGen_v4
Explore data

Raw source data 10 files

Original supplemental and deposited inputs retained for this study. Download files individually or together as a ZIP; nested folders are preserved. Source reuse terms apply, and sequencing reads may be omitted.

Download all 10 files (ZIP)ADVS-13-e16600-s001.xlsxADVS-13-e16600-s002.docxADVS-13-e16600-s003.xlsxADVS-13-e16600-s004.xlsxADVS-13-e16600-s005.xlsxADVS-13-e16600-s006.zipADVS-13-e16600-s007.xlsxSup_Dataset 1.xlsxSup_Dataset 2.xlsxSup_Dataset 3.xlsx

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