Wenrui Zhang, Dan Wang, Zhonghuan Yin, Lu Tang, Xiaoyang Pan, Changhong Guo
{"title":"RNA sequencing and functional analysis uncover key long non-coding RNAs involved in regulating pollen fertility during the process of gametocidal action in wheat.","authors":"Wenrui Zhang, Dan Wang, Zhonghuan Yin, Lu Tang, Xiaoyang Pan, Changhong Guo","doi":"10.1111/tpj.17082","DOIUrl":"https://doi.org/10.1111/tpj.17082","url":null,"abstract":"<p><p>Gametocidal (Gc) chromosomes have been widely utilized in genetic breeding due to their ability to induce chromosomal breakage and eliminate gametes that lack them. Long noncoding RNAs (lncRNAs) have various functional mechanisms in regulating pollen and anther development; however, their regulatory contributions to Gc action are still unknown. Here, we identified 2824 differentially expressed lncRNAs (DE-lncRNAs) from the anther tissues of Triticum aestivum cv. Chinese Spring (CS) and Chinese Spring-Gc 3C chromosome monosomic addition line (CS-3C) through sequencing. In this study, we predicted 161 target mRNAs for 145 DE-lncRNAs, including 104 cis-regulatory, 60 trans-regulatory, and three both cis-regulatory and trans-regulatory manner. Combined with our previous miRNA sequencing data, 241 DE-lncRNAs functioned as potential endogenous target mimics (eTMs) for 84 differentially expressed microRNAs (DE-miRNAs, including 12 novel miRNAs). The results of transient transformation in tobacco leaves indicated that L006278 could bind to MTCONS_00006277, which encoded a calcineurin CBL-interacting protein kinase 19-like, and suppress its expression. Furthermore, L117735 could function as an eTM for tae-miR9657b-3p, and L056972 could function as an eTM for gc-m2240-5p. To explore the function of lncRNAs in the process of Gc action, we transformed L006278, an up-regulated lncRNA in CS-3C, into rice to analyze its effect on pollen fertility. Overexpression of L006278 led to a reduction in rice pollen fertility. Overall, our findings indicate that lncRNAs can contribute to the regulation of pollen fertility during the process of Gc action by regulating the expression levels of target mRNAs and acting as eTMs for certain key miRNAs.</p>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":" ","pages":""},"PeriodicalIF":6.2,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jie Yang, Zhonghui Zhang, Xianggui Li, Langchen Guo, Chun Li, Jun Lai, Yige Han, Weizhen Ye, Yuanyuan Miao, Meng Deng, Peng Cao, Yueran Zhang, Xiangyu Ding, Jianing Zhang, Jun Yang, Shouchuang Wang
{"title":"A gene cluster for polyamine transport and modification improves salt tolerance in tomato.","authors":"Jie Yang, Zhonghui Zhang, Xianggui Li, Langchen Guo, Chun Li, Jun Lai, Yige Han, Weizhen Ye, Yuanyuan Miao, Meng Deng, Peng Cao, Yueran Zhang, Xiangyu Ding, Jianing Zhang, Jun Yang, Shouchuang Wang","doi":"10.1111/tpj.17074","DOIUrl":"https://doi.org/10.1111/tpj.17074","url":null,"abstract":"<p><p>Polyamines act as protective compounds directly protecting plants from stress-related damage, while also acting as signaling molecules to participate in serious abiotic stresses. However, the molecular mechanisms underlying these effects are poorly understood. Here, we utilized metabolome genome-wide association study to investigate the polyamine content of wild and cultivated tomato accessions, and we discovered a new gene cluster that drove polyamine content during tomato domestication. The gene cluster contains two polyphenol oxidases (SlPPOE and SlPPOF), two BAHD acyltransferases (SlAT4 and SlAT5), a coumaroyl-CoA ligase (Sl4CL6), and a polyamine uptake transporter (SlPUT3). SlPUT3 mediates polyamine uptake and transport, while the five other genes are involved in polyamine modification. Further salt tolerance assays demonstrated that SlPPOE, SlPPOF, and SlAT5 overexpression lines showed greater phenolamide accumulation and salt tolerance as compared with wild-type (WT). Meanwhile, the exogenous application of Spm to SlPUT3-OE lines displayed salt tolerance compared with WT, while having the opposite effect in slput3 lines, confirms that the polyamine and phenolamide can play a protective role by alleviating cell damage. SlPUT3 interacted with SlPIP2;4, a H<sub>2</sub>O<sub>2</sub> transport protein, to maintain H<sub>2</sub>O<sub>2</sub> homeostasis. Polyamine-derived H<sub>2</sub>O<sub>2</sub> linked Spm to stress responses, suggesting that Spm signaling activates stress response pathways. Collectively, our finding reveals that the H<sub>2</sub>O<sub>2</sub>-polyamine-phenolamide module coordinately enhanced tomato salt stress tolerance and provide a foundation for tomato stress-resistance breeding.</p>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":" ","pages":""},"PeriodicalIF":6.2,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Adéla Machelová, Martina Nešpor Dadejová, Michal Franek, Guillaume Mougeot, Lauriane Simon, Samuel Le Goff, Céline Duc, Jasmin Bassler, Martin Demko, Jana Schwarzerová, Sophie Desset, Aline V. Probst, Martina Dvořáčková
{"title":"The histone chaperones ASF1 and HIRA are required for telomere length and 45S rDNA copy number homeostasis","authors":"Adéla Machelová, Martina Nešpor Dadejová, Michal Franek, Guillaume Mougeot, Lauriane Simon, Samuel Le Goff, Céline Duc, Jasmin Bassler, Martin Demko, Jana Schwarzerová, Sophie Desset, Aline V. Probst, Martina Dvořáčková","doi":"10.1111/tpj.17041","DOIUrl":"10.1111/tpj.17041","url":null,"abstract":"<p>Genome stability is significantly influenced by the precise coordination of chromatin complexes that facilitate the loading and eviction of histones from chromatin during replication, transcription, and DNA repair processes. In this study, we investigate the role of the Arabidopsis H3 histone chaperones ANTI-SILENCING FUNCTION 1 (ASF1) and HISTONE REGULATOR A (HIRA) in the maintenance of telomeres and <i>45S rDNA</i> loci, genomic sites that are particularly susceptible to changes in the chromatin structure. We find that both ASF1 and HIRA are essential for telomere length regulation, as telomeres are significantly shorter in <i>asf1a1b</i> and <i>hira</i> mutants. However, these shorter telomeres remain localized around the nucleolus and exhibit a comparable relative H3 occupancy to the wild type. In addition to regulating telomere length, ASF1 and HIRA contribute to silencing <i>45S rRNA</i> genes and affect their copy number. Besides, ASF1 supports global heterochromatin maintenance. Our findings also indicate that ASF1 transiently binds to the TELOMERE REPEAT BINDING 1 protein and the N terminus of telomerase <i>in vivo</i>, suggesting a physical link between the ASF1 histone chaperone and the telomere maintenance machinery.</p>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 3","pages":"1125-1141"},"PeriodicalIF":6.2,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/tpj.17041","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gábor Horváth, Bence Dárdai, Máté Bíró, Judit Slíz-Balogh, Dénes Száz, András Barta, Ádám Egri
{"title":"The all-day pollinator visits of sunflower inflorescences in Helianthus annuus plantations are independent of head orientation: Testing a widespread hypothesis","authors":"Gábor Horváth, Bence Dárdai, Máté Bíró, Judit Slíz-Balogh, Dénes Száz, András Barta, Ádám Egri","doi":"10.1111/tpj.17070","DOIUrl":"10.1111/tpj.17070","url":null,"abstract":"<p>Mature inflorescences of sunflowers (<i>Helianthus annuus</i>) orient constantly on average to the geographical east. According to one of the explanations of this phenomenon, the eastward orientation of sunflower inflorescences increases the number of attracted insect pollinators. We tested this hypothesis in three field experiments performed in flowering sunflower plantations. In experiments 1 and 2 we measured the number of insects trapped by the vertical walls of sticky sunflower models facing north, east, south, and west. In experiment 3 we counted the pollinators' landings on real sunflower inflorescences facing naturally east or turned artificially toward north, south, and west. We found that the all-day number of pollinators (predominantly bees) attracted to model and real sunflowers in <i>H. annuus</i> plantations is independent of the azimuth direction of sunflower heads, and after 10 h in the morning, the average number of pollinators counted every 20 min is practically constant in the rest of the day.</p>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1563-1576"},"PeriodicalIF":6.2,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/tpj.17070","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454422","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"SlMYB72 interacts with SlTAGL1 to regulate the cuticle formation in tomato fruit","authors":"Mengbo Wu, Yuanyi Zhou, Haifeng Ma, Xin Xu, Mingchun Liu, Wei Deng","doi":"10.1111/tpj.17072","DOIUrl":"10.1111/tpj.17072","url":null,"abstract":"<div>\u0000 \u0000 <p>The cuticle is the first physical barrier covering the surface of tomatoes and plays an important role in multiple stress responses. But the molecular regulatory networks of cuticle formation are not fully understood. In this study, we found that SlMYB72 can interact with SlTAGL1 to regulate the formation of fruit cuticle in tomato. Downregulating the expression of <i>SlMYB72</i> inhibits the formation of fruit cuticle, resulting in a reduced fruit cuticle thickness, accelerated postharvest water loss, and increased susceptibility to <i>Botrytis cinerea</i>. RNA sequencing analysis showed that downregulation of the <i>SlMYB72</i> gene decreased the expression levels of genes related to fatty acid and cuticle metabolism. SlMYB72 regulates the cuticle formation by directly binding to the promoter of long-chain acyl-coA synthetases (<i>SlLACS1</i>) and medium-chain alkane hydroxylase (<i>SlMAH1</i>). Moreover, SlMYB72 interacts with SlTAGL1, which can enhance the transcriptional activation of SlMYB72 on the <i>SlMAH1</i> promoter. Overall, our study expands our understanding of the regulation of cuticle formation by SlMYB72 and provides new insights into fruit shelf life extension via manipulation of cuticle content.</p>\u0000 </div>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1591-1604"},"PeriodicalIF":6.2,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Acyl-turnover of acylplastoquinol enhances recovery of photodamaged PSII in Synechocystis","authors":"Haruhiko Jimbo, Mana Torii, Yuichiro Fujino, Yoshiki Tanase, Kazuki Kurima, Naoki Sato, Hajime Wada","doi":"10.1111/tpj.17051","DOIUrl":"10.1111/tpj.17051","url":null,"abstract":"<div>\u0000 \u0000 <p>Photosynthetic electron transport is carried out by the electron carrier, plastoquinone (PQ). Recently, another form of PQ, acylplastoquinol (APQ), was discovered in <i>Synechocystis</i> sp. PCC 6803 (<i>Synechocystis</i>), but its physiological function in photosynthesis is unclear. In the present study, we identified a lipase encoded in <i>sll0482</i> gene in <i>Synechocystis</i> that deacylates APQ and releases a free fatty acid and a reduced PQ (plastoquinol, PQH<sub>2</sub>), which we named acylplastoquinol lipase (APL). Disruption of <i>apl</i> gene increased APQ content, and recovery of photodamaged PSII under low light (LL) after the exposure to very high light (vHL) at 2500 μmol photons m<sup>−2</sup> sec<sup>−1</sup> without aeration (vHL) for 60 min, was suppressed in the Δ<i>apl</i> cells. Δ<i>apl</i> cells also show the slow rate of <i>de novo</i> synthesis of D1, a reaction center of PSII under such condition. Under high light, the cellular growth of Δ<i>apl</i> was inhibited; however, disruption of <i>apl</i> gene did not affect the photosynthetic activity or photoinhibition of PSII. In wild-type cells, APQ content increased under vHL condition. Also, APQ was converted to PQH<sub>2</sub> after transfer to LL with aeration by ambient air. Such striking changes in APQ were not observed in Δ<i>apl</i> cells. The deacylation of APQ by APL may help repair PSII when PSII cannot drive photosynthetic electron transport efficiently.</p>\u0000 </div>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1317-1325"},"PeriodicalIF":6.2,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142398890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xiaofang Yi, Congcong Wang, Xiaoqi Yuan, Mi Zhang, Changwei Zhang, Tiaojiao Qin, Haiyun Wang, Liang Xu, Liwang Liu, Yan Wang
{"title":"Exploring an economic and highly efficient genetic transformation and genome-editing system for radish through developmental regulators and visible reporter","authors":"Xiaofang Yi, Congcong Wang, Xiaoqi Yuan, Mi Zhang, Changwei Zhang, Tiaojiao Qin, Haiyun Wang, Liang Xu, Liwang Liu, Yan Wang","doi":"10.1111/tpj.17068","DOIUrl":"10.1111/tpj.17068","url":null,"abstract":"<div>\u0000 \u0000 <p>Radish (<i>Raphanus sativus</i> L.) is one of the most important root vegetable crops worldwide. However, gene function exploration and germplasm innovation still face tremendous challenges due to its extremely low transformation efficiency. Here, an economic and highly efficient genetic transformation method for radish was explored by <i>Agrobacterium rhizogenes</i>-mediated transformation with the help of combining special developmental regulator (DR) genes and the visual identification reporter. Firstly, the <i>RUBY</i> gene, a betalain biosynthesis system, could result in a visual red-violet color used as a convenient and effective reporter for monitoring transgenic hairy roots screening of radish. However, the hairy roots-to-shoots conversion system of radish still stands as a barrier to the obtainment of whole transgenic plants, although different hormone combinations and various culture conditions were tried. Following, two DR genes including <i>Wuschel2</i> (<i>Wus2</i>) and isopentenyl transferase (<i>ipt</i>), as well as their combination <i>Wus2</i>-<i>ipt</i> were introduced for the shoot regeneration capacity improvement. The results showed that the transgenic shoots could be directly generated without externally supplying any hormones in the presence of a <i>Wus2</i>-<i>ipt</i> combination. Then, <i>Wus2</i>-<i>ipt</i> along with the <i>RUBY</i> reporter was employed to establish an efficient genetic transformation system of radish. Moreover, this system was applied in generating gene-edited radish plants and the phytoene desaturase (<i>RsPDS</i>) gene was effectively knockout through albino phenotype observation and sequencing analysis. These findings have the potential to be widely applied in genetic transformation and genome-editing genetic improvement of other vegetable species.</p>\u0000 </div>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1682-1692"},"PeriodicalIF":6.2,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454412","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Genomic signatures of inbreeding and mutation load in tree ferns","authors":"Huiqin Yi, Jing Wang, Shiyong Dong, Ming Kang","doi":"10.1111/tpj.17064","DOIUrl":"10.1111/tpj.17064","url":null,"abstract":"<div>\u0000 \u0000 <p>Ferns (Pteridophyta), as the second largest group of vascular plants, play important roles in ecosystem functioning. Homosporous ferns exhibit a remarkable range of mating systems, from extreme inbreeding to obligate outcrossing, which may have significant evolutionary and ecological implications. Despite their significance, the impact of genome-wide inbreeding on genetic diversity and mutation load within the fern lineage remain largely unexplored. In this study, we utilized whole-genome sequencing to investigate the genomic signatures of inbreeding and genetic load in three <i>Alsophila</i> tree fern species. Our analysis revealed extremely high inbreeding in <i>A. spinulosa</i>, in contrast to the predominantly outcrossing observed in <i>A. costularis</i> and <i>A. latebrosa</i>. This difference likely reflects divergent mating systems and demographic histories. Consistent with its extreme inbreeding propensity, <i>A. spinulosa</i> exhibits reduced genetic diversity and a pronounced decline in effective population size. Comparison of genetic load revealed an overall reduction in deleterious mutations in the highly inbred <i>A. spinulosa</i>, highlighting that long-term inbreeding may have contributed to the purging of strongly deleterious mutations, thereby prolonging the survival of <i>A. spinulosa</i>. Despite this, however, <i>A. spinulosa</i> carries a substantive realized genetic load that may potentially instigate future fitness decline. Our findings illuminate the complex evolutionary interplay between inbreeding and mutation load in homosporous ferns, yielding insights with important implications for the conservation and management of these species.</p>\u0000 </div>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1522-1535"},"PeriodicalIF":6.2,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142454414","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ze Wu, Xue Gong, Yinyi Zhang, Ting Li, Jun Xiang, Qianqian Fang, Junpeng Yu, Liping Ding, Jiahui Liang, Nianjun Teng
{"title":"LlbHLH87 interacts with LlSPT to modulate thermotolerance via activation of LlHSFA2 and LlEIN3 in lily","authors":"Ze Wu, Xue Gong, Yinyi Zhang, Ting Li, Jun Xiang, Qianqian Fang, Junpeng Yu, Liping Ding, Jiahui Liang, Nianjun Teng","doi":"10.1111/tpj.17060","DOIUrl":"10.1111/tpj.17060","url":null,"abstract":"<div>\u0000 \u0000 <p>Basic helix–loop–helix (bHLH) proteins comprise one of the largest families of transcription factors in plants, which play roles in plant development, secondary metabolism, and the response to biotic/abiotic stresses. However, the roles of bHLH proteins in thermotolerance are largely unknown. Herein, we identified a heat-inducible member of the bHLH family in lily (<i>Lilium longiflorum</i>), named LlbHLH87, which plays a role in thermotolerance. <i>LlbHLH8</i>7 was rapidly induced by transient heat stress, and its encoded protein was localized to the nucleus, exhibiting transactivation activity in both yeast and plant cells. Overexpression of <i>LlbHLH87</i> in Arabidopsis enhanced basal thermotolerance, while silencing of <i>LlbHLH87</i> in lily reduced basal thermotolerance. Further analysis showed that LlbHLH87 bound to the promoters of <i>HEAT STRESS TRANSCRIPTION FACTOR A2</i> (<i>LlHSFA2</i>) and <i>ETHYLENE-INSENSITIVE 3</i> (<i>LlEIN3</i>) to directly activate their expression. In addition, LlbHLH87 interacted with itself and with SPATULA (LlSPT) protein. <i>LlSPT</i> was activated by extended heat stress and its protein competed for the homologous interaction of LlbHLH87, which reduced the transactivation ability of LlbHLH87 for target genes. Compared with that observed under <i>LlbHLH87</i> overexpression alone, co-overexpression of <i>LlbHLH87</i> and <i>LlSPT</i> reduced the basal thermotolerance of lily to sudden heat shock, but improved its thermosensitivity to prolonged heat stress treatment. Overall, our data demonstrated that LlbHLH87 regulates thermotolerance via activation of <i>LlEIN3</i> and <i>LlHSFA2</i>, along with an antagonistic interaction with LlSPT.</p>\u0000 </div>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1457-1473"},"PeriodicalIF":6.2,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142386726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ladislav Hodač, Kevin Karbstein, Lara Kösters, Michael Rzanny, Hans Christian Wittich, David Boho, David Šubrt, Patrick Mäder, Jana Wäldchen
{"title":"Deep learning to capture leaf shape in plant images: Validation by geometric morphometrics","authors":"Ladislav Hodač, Kevin Karbstein, Lara Kösters, Michael Rzanny, Hans Christian Wittich, David Boho, David Šubrt, Patrick Mäder, Jana Wäldchen","doi":"10.1111/tpj.17053","DOIUrl":"10.1111/tpj.17053","url":null,"abstract":"<p>Plant leaves play a pivotal role in automated species identification using deep learning (DL). However, achieving reproducible capture of leaf variation remains challenging due to the inherent “black box” problem of DL models. To evaluate the effectiveness of DL in capturing leaf shape, we used geometric morphometrics (GM), an emerging component of eXplainable Artificial Intelligence (XAI) toolkits. We photographed <i>Ranunculus auricomus</i> leaves directly <i>in situ</i> and after herbarization. From these corresponding leaf images, we automatically extracted DL features using a neural network and digitized leaf shapes using GM. The association between the extracted DL features and GM shapes was then evaluated using dimension reduction and covariation models. DL features facilitated the clustering of leaf images by source populations in both <i>in situ</i> and herbarized leaf image datasets, and certain DL features were significantly associated with biological leaf shape variation as inferred by GM. DL features also enabled leaf classification into morpho-phylogenomic groups within the intricate <i>R. auricomus</i> species complex. We demonstrated that simple <i>in situ</i> leaf imaging and DL reproducibly captured leaf shape variation at the population level, while combining this approach with GM provided key insights into the shape information extracted from images by computer vision, a necessary prerequisite for reliable automated plant phenotyping.</p>","PeriodicalId":233,"journal":{"name":"The Plant Journal","volume":"120 4","pages":"1343-1357"},"PeriodicalIF":6.2,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/tpj.17053","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142386823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}