Pub Date : 2024-02-29eCollection Date: 2024-01-01DOI: 10.48130/forres-0024-0004
Yu Zhang, Wenquan Bao, Ta-Na Wuyun, Mengzhen Huang, Chen Chen, Dun Ao, Rong Yang, Haiguang Huang, Lin Wang
Prunasin and amygdalin are important factors that influence the kernel taste of apricots, however, the regulatory mechanisms underlying this are unclear. In this study, we analyzed the phenotype and transcriptome of kernels during development in Prunus sibirica (bitter kernels) and Prunus armeniaca × Prunus sibirica (kernel consumption apricot, sweet kernels). Prunasin and amygdalin content was significantly higher in bitter kernels compared with that in sweet kernels. Prunasin content exhibited a decreasing trend in both bitter and sweet kernels. The fastest decline was observed in bitter and sweet kernels during S3-S4 (82.21%) and S2-S3 (59.65%), respectively. The amygdalin content in the bitter kernels exhibited the fastest increase between 45-60 d after flowering, and reached a peak at 6.22% on 60 d after flowering. In contrast, the peak in sweet kernels occurred at 60 d after flowering, with a much lower content of 0.18%. Transcriptome analysis revealed 6,942 differentially expressed genes (DEGs), with a subset of 38 DEGs specifically enriched in the cyanoamino acid metabolic pathway. Among these, the ten candidate genes, including CYP79, CYP71, UGT1, AH, and PH, were identified as crucial in regulating prunasin and amygdalin metabolism. Furthermore, a weighted gene co-expression network analysis (WGCNA) unveiled two modules that exhibited significant correlation with prunasin and amygdalin content. Five DEGs were located at the center of the co-expression network, and were identified as hub genes, with four positively regulating prunasin content and one negatively regulating amygdalin content. Our results provide novel insights into the molecular-level regulation of the apricot kernel taste.
{"title":"Transcriptome analysis reveals genes associated with the bitter-sweet trait of apricot kernels.","authors":"Yu Zhang, Wenquan Bao, Ta-Na Wuyun, Mengzhen Huang, Chen Chen, Dun Ao, Rong Yang, Haiguang Huang, Lin Wang","doi":"10.48130/forres-0024-0004","DOIUrl":"https://doi.org/10.48130/forres-0024-0004","url":null,"abstract":"<p><p>Prunasin and amygdalin are important factors that influence the kernel taste of apricots, however, the regulatory mechanisms underlying this are unclear. In this study, we analyzed the phenotype and transcriptome of kernels during development in <i>Prunus sibirica</i> (bitter kernels) and <i>Prunus armeniaca</i> × <i>Prunus sibirica</i> (kernel consumption apricot, sweet kernels). Prunasin and amygdalin content was significantly higher in bitter kernels compared with that in sweet kernels. Prunasin content exhibited a decreasing trend in both bitter and sweet kernels. The fastest decline was observed in bitter and sweet kernels during S3-S4 (82.21%) and S2-S3 (59.65%), respectively. The amygdalin content in the bitter kernels exhibited the fastest increase between 45-60 d after flowering, and reached a peak at 6.22% on 60 d after flowering. In contrast, the peak in sweet kernels occurred at 60 d after flowering, with a much lower content of 0.18%. Transcriptome analysis revealed 6,942 differentially expressed genes (DEGs), with a subset of 38 DEGs specifically enriched in the cyanoamino acid metabolic pathway. Among these, the ten candidate genes, including <i>CYP79</i>, <i>CYP71</i>, <i>UGT1</i>, <i>AH</i>, and <i>PH</i>, were identified as crucial in regulating prunasin and amygdalin metabolism. Furthermore, a weighted gene co-expression network analysis (WGCNA) unveiled two modules that exhibited significant correlation with prunasin and amygdalin content. Five DEGs were located at the center of the co-expression network, and were identified as hub genes, with four positively regulating prunasin content and one negatively regulating amygdalin content. Our results provide novel insights into the molecular-level regulation of the apricot kernel taste.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"4 ","pages":"e007"},"PeriodicalIF":0.0,"publicationDate":"2024-02-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11524293/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DNA methylation plays a crucial role in the development of somatic embryos (SEs) through the regulation of gene expression. To examine the impact of DNA methylation on gene expression during early SE development in Picea glauca, the demethylation reagent 5-aza-dC (5-aza-2'-deoxycytidine) was employed to modify DNA methylation regions and levels during the pre-maturation stage of somatic embryogenesis. The application of 2.0 µM 5-aza-dC did not induce toxicity to SEs in early development. Following treatment, the global DNA methylation level decreased significantly on the 7th day of pre-maturation and the 1st week of maturation. Methylated DNA immunoprecipitation (MeDIP) sequencing revealed that differentially methylated regions, as analyzed through Gene Ontology (GO), were related to plant development and reproduction and that they were hypomethylated on the 3rd day but hypermethylated on the 7th day in 5-aza-dC-treated embryogenic tissues. These findings indicate that 5-aza-dC treatment positively impacts early SE development, which was inhibited following 7 d of treatment. The expression of MSH7, JMJ14, and CalS10 was associated with DNA methylation, epigenetic regulation, and somatic embryogenesis. Further analysis of methylated regions revealed that the expression profiles of MSH7, JMJ14, and CalS10 were correlated with altered DNA methylation, suggesting DNA methylation at 5 mC may play a role in controlling the expression of these genes and regulating the early development of SEs in P. glauca. This study offers new insights into the regulation of somatic embryogenesis in conifers.
DNA 甲基化通过调控基因表达在体细胞胚胎(SE)的发育过程中起着至关重要的作用。为了研究DNA甲基化对青松早期SE发育过程中基因表达的影响,在体细胞胚胎发生的成熟前期,采用去甲基化试剂5-aza-dC(5-aza-2'-脱氧胞苷)来改变DNA甲基化区域和水平。2.0 µM 5-aza-dC 的应用不会对早期发育的 SE 产生毒性。经处理后,在成熟前期的第7天和成熟期的第1周,全局DNA甲基化水平显著下降。甲基化DNA免疫沉淀(MeDIP)测序显示,通过基因本体(GO)分析,不同甲基化区域与植物的发育和繁殖有关,在5-aza-dC处理的胚胎组织中,这些区域在第3天甲基化水平较低,但在第7天甲基化水平较高。这些研究结果表明,5-aza-dC 处理对早期 SE 的发育有积极影响,而这种影响在处理 7 d 后受到抑制。MSH7、JMJ14和CalS10的表达与DNA甲基化、表观遗传调控和体细胞胚胎发生有关。对甲基化区域的进一步分析表明,MSH7、JMJ14和CalS10的表达谱与DNA甲基化的改变相关,表明5 mC处的DNA甲基化可能在控制这些基因的表达和调控P.这项研究为针叶树体细胞胚胎发生的调控提供了新的见解。
{"title":"Involvement of 5mC DNA demethylation <i>via</i> 5-aza-2'-deoxycytidine in regulating gene expression during early somatic embryo development in white spruce (<i>Picea glauca)</i>.","authors":"Ying Gao, Xiaoyi Chen, Chengbi Liu, Huanhuan Zhao, Fengbin Dai, Jian Zhao, Jinfeng Zhang, Lisheng Kong","doi":"10.48130/fr-0023-0030","DOIUrl":"https://doi.org/10.48130/fr-0023-0030","url":null,"abstract":"<p><p>DNA methylation plays a crucial role in the development of somatic embryos (SEs) through the regulation of gene expression. To examine the impact of DNA methylation on gene expression during early SE development in <i>Picea glauca</i>, the demethylation reagent 5-aza-dC (5-aza-2'-deoxycytidine) was employed to modify DNA methylation regions and levels during the pre-maturation stage of somatic embryogenesis. The application of 2.0 µM 5-aza-dC did not induce toxicity to SEs in early development. Following treatment, the global DNA methylation level decreased significantly on the 7<sup>th</sup> day of pre-maturation and the 1<sup>st</sup> week of maturation. Methylated DNA immunoprecipitation (MeDIP) sequencing revealed that differentially methylated regions, as analyzed through Gene Ontology (GO), were related to plant development and reproduction and that they were hypomethylated on the 3<sup>rd</sup> day but hypermethylated on the 7<sup>th</sup> day in 5-aza-dC-treated embryogenic tissues. These findings indicate that 5-aza-dC treatment positively impacts early SE development, which was inhibited following 7 d of treatment. The expression of <i>MSH7</i>, <i>JMJ14</i>, and <i>CalS10</i> was associated with DNA methylation, epigenetic regulation, and somatic embryogenesis. Further analysis of methylated regions revealed that the expression profiles of <i>MSH7</i>, <i>JMJ14</i>, and <i>CalS10</i> were correlated with altered DNA methylation, suggesting DNA methylation at 5 mC may play a role in controlling the expression of these genes and regulating the early development of SEs in <i>P. glauca</i>. This study offers new insights into the regulation of somatic embryogenesis in conifers.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"3 ","pages":"30"},"PeriodicalIF":0.0,"publicationDate":"2023-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11543301/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Calcineurin B-like (CBL) proteins are a class of important Ca2+ receptors that play key roles in plant stress response. CBLs have been shown to participate in responses to abiotic stresses such as drought, salt, and cold in many plant species, including Arabidopsis and rice. However, little is known about their potential functions in the desert halophyte Nitraria tangutorum. Here, we have identified 11 CBL genes distributed across six chromosomes of N. tangutorum and categorized them into four groups through phylogenetic analysis. Synteny analysis showed that they have strong collinear relationships and have undergone purifying selection during their evolution. NtCBL promoter regions contain a variety of cis-acting elements related to hormone and environmental stress responses. Real-time quantitative PCR showed that the expression of NtCBLs differed significantly among various tissues and was upregulated by salt and drought stress. We chose NtCBL1-1 for an in-depth functional characterization and observed that transgenic Arabidopsis plants expressing NtCBL1-1 exhibited increased tolerance to both drought and salt stress. Compared to wild-type Arabidopsis, transgenic lines showed higher germination rates, slower chlorophyll degradation, more soluble proteins, and reduced accumulation of the oxidative stress marker malondialdehyde. These findings indicate that NtCBL1-1 plays a significant role in responding to drought and salt stress, laying the foundation for further investigations into the functional mechanisms of NtCBL genes in N. tangutorum.
{"title":"Genome-wide discovery of CBL genes in <i>Nitraria tangutorum</i> Bobr. and functional analysis of <i>NtCBL1-1</i> under drought and salt stress.","authors":"Liming Zhu, Jingxiang Wu, Mengjuan Li, Hao Fang, Jingbo Zhang, Yuchang Chen, Jinhui Chen, Tielong Cheng","doi":"10.48130/FR-2023-0028","DOIUrl":"https://doi.org/10.48130/FR-2023-0028","url":null,"abstract":"<p><p>Calcineurin B-like (CBL) proteins are a class of important Ca<sup>2+</sup> receptors that play key roles in plant stress response. CBLs have been shown to participate in responses to abiotic stresses such as drought, salt, and cold in many plant species, including <i>Arabidopsis</i> and rice. However, little is known about their potential functions in the desert halophyte <i>Nitraria tangutorum</i>. Here, we have identified 11 CBL genes distributed across six chromosomes of <i>N. tangutorum</i> and categorized them into four groups through phylogenetic analysis. Synteny analysis showed that they have strong collinear relationships and have undergone purifying selection during their evolution. <i>NtCBL</i> promoter regions contain a variety of <i>cis</i>-acting elements related to hormone and environmental stress responses. Real-time quantitative PCR showed that the expression of <i>NtCBLs</i> differed significantly among various tissues and was upregulated by salt and drought stress. We chose <i>NtCBL1-1</i> for an in-depth functional characterization and observed that transgenic <i>Arabidopsis</i> plants expressing <i>NtCBL1-1</i> exhibited increased tolerance to both drought and salt stress. Compared to wild-type <i>Arabidopsis</i>, transgenic lines showed higher germination rates, slower chlorophyll degradation, more soluble proteins, and reduced accumulation of the oxidative stress marker malondialdehyde. These findings indicate that <i>NtCBL1-1</i> plays a significant role in responding to drought and salt stress, laying the foundation for further investigations into the functional mechanisms of <i>NtCBL</i> genes in <i>N. tangutorum</i>.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"3 ","pages":"28"},"PeriodicalIF":0.0,"publicationDate":"2023-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11524306/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-03-31eCollection Date: 2022-01-01DOI: 10.48130/FR-2022-0004
Xiangyang Kang, Hairong Wei
Populus is a genus of 25-30 species of deciduous flowering plants in the family Salicaceae, which are primarily planted in short-rotation planations for producing timber, pulpwood, wooden products as well as bioenergy feedstock; they are also widely planted in agricultural fields and along roadsides as shelter forest belts for windbreak, decoration, and reduction of pollutants and noise. Moreover, their fast-growth and good adaptation to marginal lands enable them to provide some critical ecosystem services at various phytoremediation sites for land restoration and reclaimation. Thanks to their important roles, breeding for fast growing poplar trees has been one of the most important objectives for nearly a century. One of the most demonstrated, documented achievements in this aspect is polyploid breeding, especially triploid breeding. This paper critically reviews the various techniques used in inducing triploid plants, including natural 2n formation, artificial induction of 2n male and female gemmates through chemical or physical treatments, trait characterization of the triploid and tetraploid breeding populations, unveiling the molecular mechanisms underpinning the significantly improved traits, and identification and selection of the best triploid progenies. This review also recapitulated the challenges and strategies facing the future of triploid breeding in Populus, including amelioration of 2n gamete induction techniques and efficiency, selection of the best parents and identification of the best progrenies, utilization of the huge amount of genomic, transcriptomic, proteomic, metabolomic, and other omics data for selecting parents for improving target traits.
{"title":"Breeding polyploid <i>Populus</i>: progress and perspective.","authors":"Xiangyang Kang, Hairong Wei","doi":"10.48130/FR-2022-0004","DOIUrl":"https://doi.org/10.48130/FR-2022-0004","url":null,"abstract":"<p><p><i>Populus</i> is a genus of 25-30 species of deciduous flowering plants in the family Salicaceae, which are primarily planted in short-rotation planations for producing timber, pulpwood, wooden products as well as bioenergy feedstock; they are also widely planted in agricultural fields and along roadsides as shelter forest belts for windbreak, decoration, and reduction of pollutants and noise. Moreover, their fast-growth and good adaptation to marginal lands enable them to provide some critical ecosystem services at various phytoremediation sites for land restoration and reclaimation. Thanks to their important roles, breeding for fast growing poplar trees has been one of the most important objectives for nearly a century. One of the most demonstrated, documented achievements in this aspect is polyploid breeding, especially triploid breeding. This paper critically reviews the various techniques used in inducing triploid plants, including natural 2n formation, artificial induction of 2n male and female gemmates through chemical or physical treatments, trait characterization of the triploid and tetraploid breeding populations, unveiling the molecular mechanisms underpinning the significantly improved traits, and identification and selection of the best triploid progenies. This review also recapitulated the challenges and strategies facing the future of triploid breeding in <i>Populus</i>, including amelioration of 2n gamete induction techniques and efficiency, selection of the best parents and identification of the best progrenies, utilization of the huge amount of genomic, transcriptomic, proteomic, metabolomic, and other omics data for selecting parents for improving target traits.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"2 ","pages":"4"},"PeriodicalIF":0.0,"publicationDate":"2022-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11524227/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635528","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-06-24eCollection Date: 2021-01-01DOI: 10.48130/FR-2021-0010
Fuqiang Cui, Yifan Yang, Mengyuan Ye, Wei Wei, Wenqian Huang, Ying Wu, Xi Jiao, Xiaoxue Ye, Shutong Zhou, Zhubing Hu, Yinhai Zhang, Renyi Gui, Wenwu Wu, Kim Yrjälä, Kirk Overmyer, Shenkui Liu
Young moso bamboo shoots are a popular seasonal food and an important source of income for farmers, with value for cultivation estimated at $30,000 per hectare. Bamboo also has great environmental importance and its unique physiology is of scientific interest. A rare and valuable phenomenon has recently appeared where a large number of adjacent buds within a single moso bamboo rhizome have grown into shoots. Although of practical importance for the production of edible shoots, such occurrences have not been scientifically studied, due to their rarity. Analysis of collected reports from enhanced shoot production events in China showed no evidence that enhanced shoot development was heritable. We report the analysis of the rhizosphere microbiome from a rhizome with 18 shoots, compared to rhizomes having one or no shoots as controls. The community of prokaryotes, but not fungi, correlated with the shoot number. Burkholderia was the most abundant genus, which was negatively correlated with rhizome shoot number, while Clostridia and Ktedonobacteria were positively correlated. Two Burkholderia strains were isolated and their plant-growth promoting activity was tested. The isolated Burkholderia strains attenuated the growth of bamboo seedlings. These data provide the first study on excessive shoot development in bamboo, which will facilitate hypothesis building for future studies.
{"title":"Case study of a rhizosphere microbiome assay on a bamboo rhizome with excessive shoots.","authors":"Fuqiang Cui, Yifan Yang, Mengyuan Ye, Wei Wei, Wenqian Huang, Ying Wu, Xi Jiao, Xiaoxue Ye, Shutong Zhou, Zhubing Hu, Yinhai Zhang, Renyi Gui, Wenwu Wu, Kim Yrjälä, Kirk Overmyer, Shenkui Liu","doi":"10.48130/FR-2021-0010","DOIUrl":"https://doi.org/10.48130/FR-2021-0010","url":null,"abstract":"<p><p>Young moso bamboo shoots are a popular seasonal food and an important source of income for farmers, with value for cultivation estimated at $30,000 per hectare. Bamboo also has great environmental importance and its unique physiology is of scientific interest. A rare and valuable phenomenon has recently appeared where a large number of adjacent buds within a single moso bamboo rhizome have grown into shoots. Although of practical importance for the production of edible shoots, such occurrences have not been scientifically studied, due to their rarity. Analysis of collected reports from enhanced shoot production events in China showed no evidence that enhanced shoot development was heritable. We report the analysis of the rhizosphere microbiome from a rhizome with 18 shoots, compared to rhizomes having one or no shoots as controls. The community of prokaryotes, but not fungi, correlated with the shoot number. <i>Burkholderia</i> was the most abundant genus, which was negatively correlated with rhizome shoot number, while <i>Clostridia</i> and <i>Ktedonobacteria</i> were positively correlated. Two <i>Burkholderia</i> strains were isolated and their plant-growth promoting activity was tested. The isolated <i>Burkholderia</i> strains attenuated the growth of bamboo seedlings. These data provide the first study on excessive shoot development in bamboo, which will facilitate hypothesis building for future studies.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"1 ","pages":"10"},"PeriodicalIF":0.0,"publicationDate":"2021-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11524271/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-03-30eCollection Date: 2021-01-01DOI: 10.48130/FR-2021-0006
Wenping Deng, Kui Zhang, Cheng He, Sanzhen Liu, Hairong Wei
Gene expression data features high dimensionality, multicollinearity, and non-Gaussian distribution noise, posing hurdles for identification of true regulatory genes controlling a biological process or pathway. In this study, we integrated the Huber loss function and the Berhu penalty (HB) into partial least squares (PLS) framework to deal with the high dimension and multicollinearity property of gene expression data, and developed a new method called HB-PLS regression to model the relationships between regulatory genes and pathway genes. To solve the Huber-Berhu optimization problem, an accelerated proximal gradient descent algorithm with at least 10 times faster than the general convex optimization solver (CVX), was developed. Application of HB-PLS to recognize pathway regulators of lignin biosynthesis and photosynthesis in Arabidopsis thaliana led to the identification of many known positive pathway regulators that had previously been experimentally validated. As compared to sparse partial least squares (SPLS) regression, an efficient method for variable selection and dimension reduction in handling multicollinearity, HB-PLS has higher efficacy in identifying more positive known regulators, a much higher but slightly less sensitivity/(1-specificity) in ranking the true positive known regulators to the top of the output regulatory gene lists for the two aforementioned pathways. In addition, each method could identify some unique regulators that cannot be identified by the other methods. Our results showed that the overall performance of HB-PLS slightly exceeds that of SPLS but both methods are instrumental for identifying real pathway regulators from high-throughput gene expression data, suggesting that integration of statistics, machine leaning and convex optimization can result in a method with high efficacy and is worth further exploration.
{"title":"HB-PLS: A statistical method for identifying biological process or pathway regulators by integrating Huber loss and Berhu penalty with partial least squares regression.","authors":"Wenping Deng, Kui Zhang, Cheng He, Sanzhen Liu, Hairong Wei","doi":"10.48130/FR-2021-0006","DOIUrl":"https://doi.org/10.48130/FR-2021-0006","url":null,"abstract":"<p><p>Gene expression data features high dimensionality, multicollinearity, and non-Gaussian distribution noise, posing hurdles for identification of true regulatory genes controlling a biological process or pathway. In this study, we integrated the Huber loss function and the Berhu penalty (HB) into partial least squares (PLS) framework to deal with the high dimension and multicollinearity property of gene expression data, and developed a new method called HB-PLS regression to model the relationships between regulatory genes and pathway genes. To solve the Huber-Berhu optimization problem, an accelerated proximal gradient descent algorithm with at least 10 times faster than the general convex optimization solver (CVX), was developed. Application of HB-PLS to recognize pathway regulators of lignin biosynthesis and photosynthesis in <i>Arabidopsis thaliana</i> led to the identification of many known positive pathway regulators that had previously been experimentally validated. As compared to sparse partial least squares (SPLS) regression, an efficient method for variable selection and dimension reduction in handling multicollinearity, HB-PLS has higher efficacy in identifying more positive known regulators, a much higher but slightly less sensitivity/(1-specificity) in ranking the true positive known regulators to the top of the output regulatory gene lists for the two aforementioned pathways. In addition, each method could identify some unique regulators that cannot be identified by the other methods. Our results showed that the overall performance of HB-PLS slightly exceeds that of SPLS but both methods are instrumental for identifying real pathway regulators from high-throughput gene expression data, suggesting that integration of statistics, machine leaning and convex optimization can result in a method with high efficacy and is worth further exploration.</p>","PeriodicalId":520285,"journal":{"name":"Forestry research","volume":"1 ","pages":"6"},"PeriodicalIF":0.0,"publicationDate":"2021-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11524267/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}