Paper · 2026 · International Journal of Molecular Sciences

ATAC-Seq and RNA-Seq Integration Reveals Chromatin Accessibility and Transcriptional Dynamics During Fruit Color Development in Mulberry

Yichun Zeng; Yilei Wu; Jie Dai; et al.

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claims
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verbatim quotes
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citations
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Open access · cc-by

Abstract

Fruit color, a defining characteristic in mulberry, varies markedly across cultivars, ranging from black and red to pink and white. However, the regulatory mechanisms governing pigmentation during fruit development remain poorly characterized. In this study, ATAC-seq and RNA-seq were integrated to investigate genome-wide chromatin accessibility and identify putative transcription factors involved in fruit development in Da10 (Yueshenda10, Morus atropurpurea Roxb.). Differentially accessible chromatin regions and differentially expressed genes were jointly analyzed to generate a genome-wide map of regulatory elements and transcriptional activity. This integrative approach enabled the reconstruction of a transcriptional regulatory network that facilitated the identification of candidate transcription factors and target genes associated with the biosynthesis of bioactive compounds, including sugars, flavonoids, diterpenoids, and anthocyanins. The expression levels of RNA-seq were confirmed by qRT-PCR. Motif enrichment analysis revealed seven and 23 enriched cis-elements at the S1 and S3 developmental stages, respectively. Integration with the transcriptional regulatory network established a robust framework for identifying candidate genes involved in the accumulation of key metabolites. Additionally, the dataset enables exploration of previously uncharacterized traits during turning stages of mulberry fruit development. Collectively, these findings advance our understanding of the regulatory architecture underlying fruit maturation and provide a foundation for future strategies to enhance mulberry fruit quality.

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Claims 7

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The integrated analyses generated a genome-wide map of regulatory elements and transcriptional activity.

Taxon
Mulberryt0
Outcome
genome-wide map of regulatory elements and transcriptional activitye0

Not reportedComparatorValue

Verbatim

e0

“jointly analyzed to generate a genome-wide map of regulatory elements and transcriptional activity”

✓ located verbatim in the source · abstract, characters 554–652 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

The reconstructed regulatory network identified candidate transcription factors and target genes associated with biosynthesis of sugars, flavonoids, diterpenoids and anthocyanins.

Taxon
Mulberryt0
Outcome
candidate transcription factors and target genes associated with the biosynthesis of bioactive compoundse0

Verbatim

e0

“identification of candidate transcription factors and target genes associated with the biosynthesis of bioactive compounds, including sugars, flavonoids, diterpenoids, and anthocyanins”

✓ located verbatim in the source · abstract, characters 768–952 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

qRT-PCR confirmed RNA-seq expression levels.

Taxon
Mulberryt0
Outcome
expression levels of RNA-seq were confirmed by qRT-PCRe0
Comparator
RNA-seqe0

Verbatim

e0

“The expression levels of RNA-seq were confirmed by qRT-PCR”

✓ located verbatim in the source · abstract, characters 954–1012 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Motif analysis found seven enriched cis-elements at S1.

Taxon
Mulberryt0
Organ / stage
S1e0
Outcome
enriched cis-elementse0
Value
sevene0

Verbatim

e0

“seven and 23 enriched cis-elements at the S1 and S3 developmental stages, respectively”

✓ located verbatim in the source · abstract, characters 1049–1135 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Motif analysis found 23 enriched cis-elements at S3.

Taxon
Mulberryt0
Organ / stage
S3e0
Outcome
enriched cis-elementse0
Value
23e0

Verbatim

e0

“seven and 23 enriched cis-elements at the S1 and S3 developmental stages, respectively”

✓ located verbatim in the source · abstract, characters 1049–1135 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivemeasured

Claim · model-written summary

The integrated network supplies a framework to identify candidate genes involved in key metabolite accumulation.

Taxon
Mulberryt0
Outcome
robust framework for identifying candidate genes involved in the accumulation of key metabolitese0

Not reportedComparatorValue

Verbatim

e0

“Integration with the transcriptional regulatory network established a robust framework for identifying candidate genes involved in the accumulation of key metabolites”

✓ located verbatim in the source · abstract, characters 1137–1303 · show in text ↑
t0

“Mulberry”

✓ located verbatim in the source · title, characters 128–136 · show in text ↑
Method / resourceauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The dataset enables study of previously uncharacterized traits during mulberry fruit turning stages.

Taxon
mulberrye0
Organ / stage
turning stagese0
Outcome
exploration of previously uncharacterized traitse0

Not reportedComparatorValue

Verbatim

e0

“dataset enables exploration of previously uncharacterized traits during turning stages of mulberry fruit development”

✓ located verbatim in the source · abstract, characters 1323–1439 · show in text ↑