Evidence map›Paper›PMID 41540362›Full record

ArticleBMC plant biology2026

Integrated transcriptomic and metabolomic analysis reveals the regulatory role of lignin biosynthesis in raspberry (Rubus niveus) prickle development.

Gang Shen, Jie Liu, Yanjing Liu, Shiyuan Liu, Xing Liu, Xiaobo Wu, Xiangting Qiu, Yunying Gu, Jiangqin Yu, Yingqian Kang

Abstract read
In one paragraph

Article in BMC plant biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Gang Shen *School of Basic Medical Science, Guizhou Medical University, Guian, 561113, China.
Jie Liu *Guizhou Normal University, Guiyang, 550025, China.
Yanjing LiuGuiyang Kangyang University, Guiyang, 550025, China.
Shiyuan LiuGuizhou University of Traditional Chinese Medicine, Guiyang, 550025, China.
Xing LiuGuizhou Normal University, Guiyang, 550025, China.
Xiaobo WuGuizhou Institute of Subtropical Crops Research, Xingyi, 562400, China.
Xiangting QiuGuizhou Normal University, Guiyang, 550025, China.
Yunying GuGuizhou Normal University, Guiyang, 550025, China.
Jiangqin YuGuizhou University of Traditional Chinese Medicine, Guiyang, 550025, China.
Yingqian KangSchool of Basic Medical Science, Guizhou Medical University, Guian, 561113, China. 404242595@qq.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPrickles on raspberry (Rubus niveus) stems severely impede harvesting efficiency. To elucidate their formation mechanism, this study employed the thorny R. niveus and the thornless cultivar Qianberry 1 (a Guizhou-originated variety) as contrasting materials. We innovatively adopted a hierarchical strategy analyzing primary, secondary, and tertiary lateral branches combined with transcriptomic and metabolomic profiling.

resultsPrickles on primary branches of R. niveus exhibited significantly higher lignin content than secondary/tertiary branches, with safranin staining confirming lignin-specific deposition, while PAL enzyme activity peaked in secondary branches. We generated 18 RNA-seq libraries from primary, secondary, and tertiary branches of two cultivars (with three biological replicates per tissue). Transcriptome analysis identified 39 lignin-related DEGs, including key upregulated genes (PAL, CCR, POX) in R. niveus promoting G/H-lignin deposition. Metabolomic screening revealed 6,083 differentially accumulated metabolites enriched in secondary metabolite biosynthesis pathways that positively correlated with hierarchical prickle hardness. WGCNA further delineated a core regulatory hub within the magenta module where 12 structural genes (CCoAOMT, LAC) and 25 transcription factors (MYB/NAC) with strong node connectivity (GS > 0.8, MM > 0.8) co-regulated eight lignin precursors. Critically, suppression of this pathway underlies the thornless phenotype in the Qianberry 1 cultivar.

conclusionThis study first reveals the hierarchical spatiotemporal accumulation of lignin and its coordination with transcriptional-metabolic networks. The molecular basis of Qianberry 1’s thornlessness identifies candidate targets for future breeding prickle-free Rosaceae crops, laying a theoretical foundation to reduce harvesting costs. These findings enhance the economic viability of raspberry production, particularly for Guizhou’s specialty berry industry, and highlight promising avenues for further research.

Indexed as

LigninRubusTranscriptomeGene Expression ProfilingGene Expression Regulation, PlantMetabolomeMetabolomicsLigninLigninMetabolomePricklesRaspberryTranscriptome

Identifiers

PMID41540362
PMCPMC12892593

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.