Evidence map›Paper›PMID 40597629›Full record

ArticleBMC genomics2025

Transcriptome and co-expression network analysis reveal the genetic basis of cell wall components in maize stalks.

Yao He, Zhike Deng, Shijiang He, Zhaojie Qi, Hengshuo Chang, Peng Liu, Zhong Chen, Chaoying Zou, Yaou Shen, Langlang Ma

Abstract read
In one paragraph

Article in BMC genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. A combination of QTL mapping and genome‑wide association study revealed key genes for heat tolerance in maize.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026
    Article
  2. Article
  3. GWAS and gene co-expression network analysis reveal the genetic control of seed germination under salt stress in maize.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025
    Article
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.

Yao He *State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Zhike Deng *State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Shijiang HeState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Zhaojie QiState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Hengshuo ChangState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Peng LiuState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Zhong ChenState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Chaoying ZouState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China.
Yaou ShenState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China. shenyaou@sicau.edu.cn.
Langlang MaState Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, China. sxyljxml@163.com.

Funding

National Natural Science Foundation of China 32372203Sichuan Science and Technology Program 2024NSFSC0313State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, SAU SKL-ZD202211
6 · The paper itself

Abstract

Cellulose (CEL), hemicellulose (HCE), and lignin (LIG) are crucial constituents of the cell wall in maize stalks, significantly influencing stalk resistance to lodging and external stresses. The proportion of these contents also determines the application of maize stalks in animal feed, energy production, and other fields. Herein, two maize inbred lines with contrasting cell wall component contents in the stalk, MO190 (high CEL, HCE, and LIG contents) and MO194 (low CEL, HCE, and LIG contents), were subjected to analysis of transcriptomes at the seedling, jointing, silking, and grain stages. By comparing the differentially expressed genes (DEGs) during stalk development between the two lines, 11,546 genes were identified as the specific DEGs in each line. Using traits-associated WGCNA (weight gene co-expression network analysis), we identified a hub co-expression module and 26 key genes regulating the CEL, HCE, and LIG contents in the stalk. Based on the eigengene-based connectivity value in the module, the four genes Zm00001d019317, Zm00001d027313, Zm00001d043965, and Zm00001d019149 were confirmed as the hub genes affecting these contents. Among these, Zm00001d019317 that encodes CEL synthase-8 was significantly associated with CEL content in the stalk via gene-based association studies. Maize lines carrying the “deletion” allele in the promoter region of Zm00001d019317 exhibited significantly higher CEL content compared to those with the “C” allele. Our study helps to understand the variation mechanism of cell wall component contents in maize stalks and contributes to genetic modification of maize resistance to stalk lodging.

Indexed as

Cell WallGene Regulatory NetworksTranscriptomeZea maysCelluloseGene Expression ProfilingGene Expression Regulation, PlantLigninPolysaccharidesCellulosehemicelluloseLigninPolysaccharidesCellulose (CEL)Hemicellulose (HCE)Lignin (LIG)MaizeRNA-SeqStalkWGCNA

Identifiers

PMID40597629
PMCPMC12210581

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.