Protein-protein interactions(PPIs)are of great importance to understand genetic mechanisms,delineate disease pathogenesis,and guide drug design.With the increase of PPI data and development of machine learning technol...Protein-protein interactions(PPIs)are of great importance to understand genetic mechanisms,delineate disease pathogenesis,and guide drug design.With the increase of PPI data and development of machine learning technologies,prediction and identification of PPIs have become a research hotspot in proteomics.In this study,we propose a new prediction pipeline for PPIs based on gradient tree boosting(GTB).First,the initial feature vector is extracted by fusing pseudo amino acid composition(Pse AAC),pseudo position-specific scoring matrix(Pse PSSM),reduced sequence and index-vectors(RSIV),and autocorrelation descriptor(AD).Second,to remove redundancy and noise,we employ L1-regularized logistic regression(L1-RLR)to select an optimal feature subset.Finally,GTB-PPI model is constructed.Five-fold cross-validation showed that GTB-PPI achieved the accuracies of 95.15% and 90.47% on Saccharomyces cerevisiae and Helicobacter pylori datasets,respectively.In addition,GTB-PPI could be applied to predict the independent test datasets for Caenorhabditis elegans,Escherichia coli,Homo sapiens,and Mus musculus,the one-core PPI network for CD9,and the crossover PPI network for the Wnt-related signaling pathways.The results show that GTB-PPI can significantly improve accuracy of PPI prediction.The code and datasets of GTB-PPI can be downloaded from https://github.com/QUST-AIBBDRC/GTB-PPI/.展开更多
lin-12-like抑制/增强子(suppressor/enhancer of lin-12-like,SEL1L)分子可以参与调控多种肿瘤进展;同时,其作为内质网相关降解途径(endoplasmic reticulum-associated degradation,ERAD)的重要组成,还参与调控蛋白质合成,与内质网应激...lin-12-like抑制/增强子(suppressor/enhancer of lin-12-like,SEL1L)分子可以参与调控多种肿瘤进展;同时,其作为内质网相关降解途径(endoplasmic reticulum-associated degradation,ERAD)的重要组成,还参与调控蛋白质合成,与内质网应激(ER stress)及其引起的未折叠蛋白反应(unfolded protein response,UPR)密切相关。在肿瘤微环境中,ERAD不仅参与调控肿瘤细胞的生物学行为,对肿瘤进展发挥重要作用;其还参与对免疫细胞增殖分化、功能以及代谢途径的调节,影响免疫细胞发挥抗肿瘤免疫作用。因此,深入了解探索肿瘤微环境中SEL1L分子及ERAD的潜在机制,可为肿瘤发生、发展及免疫治疗提供新理论和新靶点。本文就SEL1L分子及其参与的内质网相关降解途径在肿瘤进展与免疫调节中的作用进行简要综述。展开更多
目的:总结MAB21L2基因的变异和临床特点,并与高度同源的MAB21L1基因进行比较。方法:对中山眼科中心临床基因数据库中MAB21L2基因变异患者进行基因型和表型分析,回顾性分析既往文献报道的MAB21L2基因和高度同源基因MAB21L1变异的表型-基...目的:总结MAB21L2基因的变异和临床特点,并与高度同源的MAB21L1基因进行比较。方法:对中山眼科中心临床基因数据库中MAB21L2基因变异患者进行基因型和表型分析,回顾性分析既往文献报道的MAB21L2基因和高度同源基因MAB21L1变异的表型-基因型的关系。结果:在2个小眼畸形家系中发现2个MAB21L2基因杂合变异:先证者1携带已知变异c.151C>G/p.(Arg51Gly),患者双眼小眼畸形伴虹膜脉络膜缺损,伴骨关节屈曲。母亲携带相同杂合变异但表型正常;先证者2携带未报道的变异c.1042G>T/p.(Glu348*),左眼小眼畸形,右眼正常且无全身异常。结合文献回顾发现,在显性遗传模式下,80%的MAB21L2杂合致病变异(20/25)和100%的MAB21L1杂合致病变异(25/25)发生在氨基酸49-52区域,导致小眼无眼或眼缺损异常(microphthalmia,anophthalmia or coloboma,MAC);携带该区域MAB21L2基因杂合突变的患者除MAC外,部分还伴骨骼关节发育异常(12/24,50%);杂合截短变异发生在MAB21L2基因可导致MAC(5/5,100%),而发生在MAB21L1则不致病。结论:在2个小眼畸形家系中发现了MAB21L2基因1个新致病变异和1个已知热点致病变异,通过文献综述比较和总结了MAB21L1和MAB21L2基因的突变频谱以及基因型-表型相互关系,为此类基因缺陷导致遗传病的诊断和鉴别诊断提供依据。展开更多
基金supported by the National Natural Science Foundation of China(Grant No.61863010)the Key Research and Development Program of Shandong Province of China(Grant No.2019GGX101001)the Natural Science Foundation of Shandong Province of China(Grant No.ZR2018MC007)。
文摘Protein-protein interactions(PPIs)are of great importance to understand genetic mechanisms,delineate disease pathogenesis,and guide drug design.With the increase of PPI data and development of machine learning technologies,prediction and identification of PPIs have become a research hotspot in proteomics.In this study,we propose a new prediction pipeline for PPIs based on gradient tree boosting(GTB).First,the initial feature vector is extracted by fusing pseudo amino acid composition(Pse AAC),pseudo position-specific scoring matrix(Pse PSSM),reduced sequence and index-vectors(RSIV),and autocorrelation descriptor(AD).Second,to remove redundancy and noise,we employ L1-regularized logistic regression(L1-RLR)to select an optimal feature subset.Finally,GTB-PPI model is constructed.Five-fold cross-validation showed that GTB-PPI achieved the accuracies of 95.15% and 90.47% on Saccharomyces cerevisiae and Helicobacter pylori datasets,respectively.In addition,GTB-PPI could be applied to predict the independent test datasets for Caenorhabditis elegans,Escherichia coli,Homo sapiens,and Mus musculus,the one-core PPI network for CD9,and the crossover PPI network for the Wnt-related signaling pathways.The results show that GTB-PPI can significantly improve accuracy of PPI prediction.The code and datasets of GTB-PPI can be downloaded from https://github.com/QUST-AIBBDRC/GTB-PPI/.
文摘lin-12-like抑制/增强子(suppressor/enhancer of lin-12-like,SEL1L)分子可以参与调控多种肿瘤进展;同时,其作为内质网相关降解途径(endoplasmic reticulum-associated degradation,ERAD)的重要组成,还参与调控蛋白质合成,与内质网应激(ER stress)及其引起的未折叠蛋白反应(unfolded protein response,UPR)密切相关。在肿瘤微环境中,ERAD不仅参与调控肿瘤细胞的生物学行为,对肿瘤进展发挥重要作用;其还参与对免疫细胞增殖分化、功能以及代谢途径的调节,影响免疫细胞发挥抗肿瘤免疫作用。因此,深入了解探索肿瘤微环境中SEL1L分子及ERAD的潜在机制,可为肿瘤发生、发展及免疫治疗提供新理论和新靶点。本文就SEL1L分子及其参与的内质网相关降解途径在肿瘤进展与免疫调节中的作用进行简要综述。
文摘目的:总结MAB21L2基因的变异和临床特点,并与高度同源的MAB21L1基因进行比较。方法:对中山眼科中心临床基因数据库中MAB21L2基因变异患者进行基因型和表型分析,回顾性分析既往文献报道的MAB21L2基因和高度同源基因MAB21L1变异的表型-基因型的关系。结果:在2个小眼畸形家系中发现2个MAB21L2基因杂合变异:先证者1携带已知变异c.151C>G/p.(Arg51Gly),患者双眼小眼畸形伴虹膜脉络膜缺损,伴骨关节屈曲。母亲携带相同杂合变异但表型正常;先证者2携带未报道的变异c.1042G>T/p.(Glu348*),左眼小眼畸形,右眼正常且无全身异常。结合文献回顾发现,在显性遗传模式下,80%的MAB21L2杂合致病变异(20/25)和100%的MAB21L1杂合致病变异(25/25)发生在氨基酸49-52区域,导致小眼无眼或眼缺损异常(microphthalmia,anophthalmia or coloboma,MAC);携带该区域MAB21L2基因杂合突变的患者除MAC外,部分还伴骨骼关节发育异常(12/24,50%);杂合截短变异发生在MAB21L2基因可导致MAC(5/5,100%),而发生在MAB21L1则不致病。结论:在2个小眼畸形家系中发现了MAB21L2基因1个新致病变异和1个已知热点致病变异,通过文献综述比较和总结了MAB21L1和MAB21L2基因的突变频谱以及基因型-表型相互关系,为此类基因缺陷导致遗传病的诊断和鉴别诊断提供依据。