Background Eucommia ulmoides leaves have high medicinal and economic value as a dual-purpose substance for medicine and food. Employing leaves from 13 natural populations of Eucommia ulmoides as research objects, this study reveals the variation patterns of intra-specific and inter-specific trait variation and explores the response of leaf characteristics to geographical and climatic changes, aiming to provide a scientific basis for the efficient utilization of leaf resources and the breeding of superior varieties.Results Descriptive statistical analysis and nested analysis of variance showed significant differences in 11 leaf traits of Eucommia ulmoides inter-populations and intra-populations, with an average coefficient of variation of 17.45%. The coefficient of variation for average leaf phenotypic traits is 20.77%, and the leaf phenotypic variation is mainly from the variation intra-populations. Principal component analysis reveals that the cumulative contribution rate of the top three principal components which mainly contributed to the phenotypic variation of Eucommia ulmoides leaves reached 74.98%, which could be sorted into size traits (34.57%), color traits (25.82%) and shape traits (14.58%). In addition, correlation analysis expresses there is a specific co-variation pattern among leaf traits, with a strong connection between shape, size, and color traits. Geographic and climatic distances are significantly correlated, and mantel test and correlation analysis indicate that leaf traits of Eucommia ulmoides are mainly influenced by altitude. With the increase of altitude, the leaves become smaller. Partial correlation analysis shows that after controlling climate factors, the correlation between some characters and geographical factors disappears significantly. Temperature and precipitation have a great influence on the variation of leaf phenotypic traits, and the larger the leaves are in areas with high temperature and heavy rainfall.Conclusions These findings contribute to a further understanding of the leaf morphological characteristics of Eucommia ulmoides and the extent to which the environment influences leaf trait variation. They can provide a scientific basis for the protection and application of Eucommia ulmoides leaf resources in the future.
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Wang, Mianzhi
Liu, Jiming
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Liu, Jiming
Zheng, Yulin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Zheng, Yulin
Sun, Caowen
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Forestry Univ, Coll Forestry, Nanjing 210037, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Sun, Caowen
Wang, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Wang, Xin
Xu, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Xu, Yuanyuan
Wang, Lixian
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Wang, Lixian
Zhao, Guochun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Zhao, Guochun
Weng, Xuehuang
论文数: 0引用数: 0
h-index: 0
机构:
Yuanhua Forestry Biol Technol Co Ltd, Sanming 650216, Fujian, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Weng, Xuehuang
Jia, Liming
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Beijing Forestry Univ, Minist Educ, Key Lab Silviculture & Conservat, Beijing 100083, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Jia, Liming
Sheng, Kezhai
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Soapberry Agroforestry Dev Co Ltd, Changde 415000, Hunan, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Sheng, Kezhai
Wei, Changsheng
论文数: 0引用数: 0
h-index: 0
机构:
Qianxinan Buyi & Miao Autonomous Prefecture, Forestry Bur Zhenfeng Cty, Xingyi 562400, Guizhou, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
Wei, Changsheng
Yang, Mingyan
论文数: 0引用数: 0
h-index: 0
机构:
Qianxinan Buyi & Miao Autonomous Prefecture, Forestry Bur Zhenfeng Cty, Xingyi 562400, Guizhou, Peoples R ChinaBeijing Forestry Univ, Natl Energy R&D Centerfor Nonfood Biomass, Beijing 100083, Peoples R China
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Li, Mingxu
Peng, Changhui
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Univ Quebec, Dept Biol Sci, Inst Environm Sci, Montreal, PQ, CanadaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Peng, Changhui
Wang, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Wang, Meng
Yang, Yanzheng
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Yang, Yanzheng
Zhang, Kerou
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Zhang, Kerou
Li, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Li, Peng
Yang, Yan
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Yang, Yan
Ni, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geochem, State Key Lab Environm Geochem, Guiyang, Guizhou, Peoples R China
Zhejiang Normal Univ, Coll Chem & Life Sci, Jinhua, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
Ni, Jian
Zhu, Qiuan
论文数: 0引用数: 0
h-index: 0
机构:
Northwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R ChinaNorthwest A&F Univ, Coll Forestry, Ctr Ecol Forecasting & Global Change, Yangling, Peoples R China
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Wang, Sifan
Wu, Fengxia
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Wu, Fengxia
Rao, Yiyong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Rao, Yiyong
Liu, Huaxue
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Liu, Huaxue
Zhang, Shufei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Zhang, Shufei
Dai, Ming
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Dai, Ming
Gu, Yangguang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Gu, Yangguang
Hou, Gang
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Ocean Univ, Coll Fisheries, Zhanjiang 524088, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
Hou, Gang
Huang, Honghui
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R ChinaChinese Acad Fishery Sci, South China Sea Fisheries Res Inst, Guangdong Prov Key Lab Fishery Ecol & Environm, Guangzhou 529234, Peoples R China
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R ChinaChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Zhang, Mingyang
Zhang, Chunhua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R China
E Tennessee State Univ, Dept Geosci, Johnson City, TN 37614 USAChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Zhang, Chunhua
Wang, Kelin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R ChinaChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Wang, Kelin
Yue, Yuemin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R ChinaChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Yue, Yuemin
Qi, Xiangkun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R ChinaChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Qi, Xiangkun
Fan, Feide
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
Chinese Acad Sci, Huanjiang Observat & Res Stn Karst Ecosyst, Huanjiang 547100, Peoples R ChinaChinese Acad Sci, Key Lab Agroecol Proc Subtrop Reg, Inst Subtrop Agr, Changsha 410125, Hunan, Peoples R China
机构:
Waseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Natl Inst Adv Ind Sci & Technol, Computat Bio Big Data Open Innovat Lab., Tokyo, Tokyo, Japan
Struct & Computat Biol Unit, European Mol Biol Lab, Heidelberg, GermanyWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Nishijima, Suguru
Nagata, Naoyoshi
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med Univ, Dept Gastroenterol Endoscopy, Tokyo, Tokyo, Japan
Natl Ctr Global Hlth & Med, Dept Gastroenterol & Hepatol, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Nagata, Naoyoshi
Kiguchi, Yuya
论文数: 0引用数: 0
h-index: 0
机构:
Waseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
RIKEN Ctr Integrat Med Sci, Lab Microbiome Sci, Yokohama, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Kiguchi, Yuya
Kojima, Yasushi
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Global Hlth & Med, Dept Gastroenterol & Hepatol, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Kojima, Yasushi
Miyoshi-Akiyama, Tohru
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Global Hlth & Med, Res Inst, Pathogen Microbe Lab, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Miyoshi-Akiyama, Tohru
Kimura, Moto
论文数: 0引用数: 0
h-index: 0
机构:Waseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Kimura, Moto
Ohsugi, Mitsuru
论文数: 0引用数: 0
h-index: 0
机构:
Ctr For Clin Sci, Dept of Clin Res Strategic Planning, Natl Ctr Global Hlth & Sci, Tokyo, Japan
Res Inst, Diabet & Metab Informat Ctr, Diabet Res Ctr, Natl Ctr Global Hlth & Med, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Ohsugi, Mitsuru
Ueki, Kohjiro
论文数: 0引用数: 0
h-index: 0
机构:
Res Inst, Diabet Res Ctr, Natl Ctr Global Hlth & Med, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Ueki, Kohjiro
Oka, Shinichi
论文数: 0引用数: 0
h-index: 0
机构:
Med Hosp, AIDS Clin Ctr, Natl Ctr Global Hlth, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Oka, Shinichi
Mizokami, Masashi
论文数: 0引用数: 0
h-index: 0
机构:
Res Inst, Natl Ctr Global Hlth & Med, Genome Med Sci Project, Chiba, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Mizokami, Masashi
Itoi, Takao
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med Univ, Dept Gastroenterol & Hepatol, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Itoi, Takao
Kawai, Takashi
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med Univ, Dept Gastroenterol Endoscopy, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Kawai, Takashi
Uemura, Naomi
论文数: 0引用数: 0
h-index: 0
机构:
Kohnodai Hosp, Natl Ctr Global Hlth & Med, Dept Gastroenterol & Hepatol, Tokyo, Tokyo, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
Uemura, Naomi
Hattori, Masahira
论文数: 0引用数: 0
h-index: 0
机构:
Waseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan
RIKEN Ctr Integrat Med Sci, Lab Microbiome Sci, Yokohama, JapanWaseda Univ, Grad Sch Adv Sci & Engn, Tokyo, Tokyo, Japan