Genome-wide Transcriptional Response during the Shift to N2-fixing Conditions in Heliobacterium modesticaldum

D. Sheehy, Yih-Kuang Lu, Fawsia Osman, Zana Alattar, Catalina V. Flores, Hallie Sussman, S. Zaare, Maria Dooling, A. Meraban, Patricia L. Baker, J. Touchman, K. Redding
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RNA was purified from cells grown with pyruvate as the carbon source and ammonia or N2 as the nitrogen source. After rRNA depletion, the RNA pool was sequenced using the Ion Torrent PGM platform. We found that the nitrogenase gene cluster was only expressed under N2-fixing conditions, concomitant with increased expression of the high-affinity ammonium transporter. Most genes were down-regulated in N2-fixing conditions by a factor of at least three. A drastic down-regulation of the highly expressed genes encoding proteins involved in the cyclic electron transport chain also occurred. The photosynthetic pshA transcript also decreased more than 100-fold but subsequent photochemical analysis demonstrated no large drop in the concentration of the reaction center protein complex. This indicates that there is a role for substantial translational regulation in some genes. The transcriptomic analyses revealed a network of differentially expressed genes in H. modesticaldum. This study represents the first step in the creation of a quantitative genome-scale metabolic model establishing H. modesticaldum as a model organism for the Heliobacteriaceae family. temperatures under which it grows [9]. Nitrogen fixation is catalyzed by the nitrogenase enzyme complex, and results in the reduction of atmospheric dinitrogen (N2) to ammonium (NH4 +) and the production of molecular hydrogen [12]. This process requires large amounts of chemical energy (16 ATP) and reducing power (8 Fdred) to convert one N2 to two molecules of NH4 + [13], which is then assimilated into many biomolecules. Sequence similarity predicts the use of a Mo-Fe group I nitrogenase consisting of a homodimer of NifD/K polypeptides [14]. The primary pathway for NH4 + assimilation in heliobacteria is the glutamine synthetase/glutamate synthase pathway [15]. This pathway is essential for growth, because glutamine is the primary intracellular nitrogen donor for purine and pyrimidine synthesis. Both ATP and reducing power are required in carbon metabolism, nitrogen assimilation, and hydrogen production, inextricably linking these pathways. In H. modesticaldum, the high-energy demand required for nitrogen fixation during diazotrophic growth has resulted in strict regulation of the nif genes encoding for nitrogenase. Thus, the addition of NH4 + to cultures Citation: Sheehy D, Lu YK, Osman F, Alattar Z, Flores C, et al. (2018) Genome-wide Transcriptional Response during the Shift to N2-fixing Conditions in Heliobacterium modesticaldum. J Proteomics Bioinform 11: 143-160. doi: 10.4172/jpb.1000481 Volume 11(8) 143-160 (2018) 144 J Proteomics Bioinform, an open access journal ISSN: 0974-276X results in repression of nitrogenase activity [15,16]. However, the effects of N2-fixing versus non-fixing conditions on genome-wide expression and metabolism in Heliobacterium remained to be determined. The sequencing of the genome of H. modesticaldum, along with recent proteomic studies, have provided insights into the energy metabolism of this phototroph. However, metabolic studies have been correlated to only a few genes related to energy and carbon metabolism at the transcriptomic level [17]. To enhance our understanding of the energy metabolism of H. modesticaldum, it is necessary to explore the entire mRNA link between genome and proteome. We report here a singlenucleotide resolution map of the H. modesticaldum Ice1 transcriptome under N2-fixing and non-fixing conditions. In general, we observed low-level repression of transcription genome-wide upon a shift to N2-fixing conditions. On the contrary, a few genes, such as the genes involved in N2-fixation and ammonium scavenging, were upregulated. There were also several cases of even more drastic down-regulation, including the core genes of cyclic photophosphorylation. Materials and Methods Growth of H. modesticaldum Isolated colonies of H. modesticaldum strain Ice1 were cultured in gel-rite media modified by Lin and Casida (1984) for thermophilic application [18] inside an anaerobic Coy glove box at 52°C under infrared lights at 780 nm. Cells were inoculated in Pyruvate-Yeast Extract (PYE) growth media [16], which contains 1 g/L of NH4SO4 as the source of nitrogen and “vitamin levels” of yeast extract (0.02%). The PYE-NH4 + medium was made by elimination of NH4SO4 and increasing the amount of Na2S2O3•5H2O from 0.2 g to 0.4 g. The pH was adjusted to 6.8 with H2SO4 prior to autoclaving. Growth was monitored spectroscopically at an Optical Density (OD) at 625-nm, as minimal photosynthetic pigments absorb at this wavelength in heliobacteria [3,17]. Cells were grown under anaerobic conditions at 52°C. From PYE or PYE-NH4 + conditions, 3 ml of cells in late exponential growth phase were inoculated into 300 ml of similar media. This ensured no traces of ammonia were carried over to the next generation of cells. Extraction was performed when cells were in mid-log phase of growth at an OD of 0.303 (PYE-NH4 +) and 0.410 (PYE). A biological replicate for each condition was also prepared. Isolation and purification of mRNA Total RNA was isolated using the Purelink total RNA isolation kit (Invitrogen, USA). Cells were anaerobically extracted and lysed using the needle homogenization method offered in the kit protocol. Once total RNA was extracted the solutions were treated with DNaseI via the Ambion RiboPure Bacteria procedure to remove all genomic DNA. Depletion of the 16S and 23S rRNAs was performed via the Ambion MICROBEExpress kit through subtractive hybridization with capture oligonucleotides. The resulting solution contained tRNAs, 5S rRNAs, and enriched mRNA. Library preparation and Ion Torrent sequencing Library preparation was performed using the Ion Total RNASeq Kit (Ambion, USA). Both sample and WT control RNAs (1 μg/ μL HeLa total RNA) were fragmented using RNase III at 37°C for 10 minutes. The fragmented RNA was purified via Ambion’s RiboMinus Concentration Module. The resulting mRNA yield was measured on the Bioanalyzer (Agilent, USA). These enriched mRNA samples were hybridized and ligated with Ion Torrent adaptors. Strand specificity was retained using the Ion Adaptor Mix containing oligonucleotides with a single-stranded degenerate sequence at the 3’ end and a defined sequence at the 5’ end. This effectively constrains the RNA orientation, with sequencing only performed from the 5’ end of the sense strand. Reverse transcription was performed and the cDNA was purified and size selected using Agencourt’s AMPure XP reagent for an optimal fragment size between 30-200 bp. The cDNA samples were amplified using the provided Ion 5’ and 3’ PCR Primers for 16 cycles. Fragment size was verified on the Bioanalyzer (Figure S1). The prepared cDNA libraries were loaded on the chip and sequenced using the Ion PGM sequencer per the manufacturer’s instructions (Life Technologies, USA). Bioinformatic analysis of RNA-seq data The sequenced reads captured on the Ion Torrent platform were analyzed by following procedure described here. Initially, the sequencing reads were subject to filtering out of those with the poor quality and more than 50% of Ns in reads using PRINSEQ [19]. Bowtie2 [20] with default parameters was used to align filtered RNA-seq reads against H. modesticaldum chromosome as the reference genome. The resulting sequence alignment files were imported into Partek Genomics Suite (Partek Inc., St. Louis, MO) to compute raw and fragments per kilobase of exon model per million mapped (RPKM) reads for the normalized expression values of each transcript. A stringent filtering criterion with RPKM value of 1.0 [21] was used to obtain expressed transcripts. The RPKM values of filtered transcripts were log-transformed using log2 (RPKM + offset) with an offset value of 1.0, and fold changes in transcript expression, differential expression, and p-values were generated from these using the Partek software with default settings. Metabolic pathways that were significantly enriched between +/-NH4 + were identified using Cytoscape [22] with the reference pathways of H. modesticaldum from the Kyoto Encyclopedia of Genes and Genomes (KEGG) database [23].","PeriodicalId":73911,"journal":{"name":"Journal of proteomics & bioinformatics","volume":"11 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2018-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.4172/JPB.1000481","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of proteomics & bioinformatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4172/JPB.1000481","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9

Abstract

Heliobacteria are the only known phototrophic Firmicute; all known members of this group appear to be capable of N2 fixation but incapable of CO2 fixation. They are anoxygenic and possess the simplest photosynthetic apparatus known. The sequence of the 3.1-Mb genome of Heliobacterium modesticaldum, a moderate thermophile within the family Heliobacteriaceae, is publicly available. The focus of this study is to understand how this organism operates at a fundamental level by examining changes in its transcriptome during a shift from ammonium-containing medium to N2-fixing conditions. RNA was purified from cells grown with pyruvate as the carbon source and ammonia or N2 as the nitrogen source. After rRNA depletion, the RNA pool was sequenced using the Ion Torrent PGM platform. We found that the nitrogenase gene cluster was only expressed under N2-fixing conditions, concomitant with increased expression of the high-affinity ammonium transporter. Most genes were down-regulated in N2-fixing conditions by a factor of at least three. A drastic down-regulation of the highly expressed genes encoding proteins involved in the cyclic electron transport chain also occurred. The photosynthetic pshA transcript also decreased more than 100-fold but subsequent photochemical analysis demonstrated no large drop in the concentration of the reaction center protein complex. This indicates that there is a role for substantial translational regulation in some genes. The transcriptomic analyses revealed a network of differentially expressed genes in H. modesticaldum. This study represents the first step in the creation of a quantitative genome-scale metabolic model establishing H. modesticaldum as a model organism for the Heliobacteriaceae family. temperatures under which it grows [9]. Nitrogen fixation is catalyzed by the nitrogenase enzyme complex, and results in the reduction of atmospheric dinitrogen (N2) to ammonium (NH4 +) and the production of molecular hydrogen [12]. This process requires large amounts of chemical energy (16 ATP) and reducing power (8 Fdred) to convert one N2 to two molecules of NH4 + [13], which is then assimilated into many biomolecules. Sequence similarity predicts the use of a Mo-Fe group I nitrogenase consisting of a homodimer of NifD/K polypeptides [14]. The primary pathway for NH4 + assimilation in heliobacteria is the glutamine synthetase/glutamate synthase pathway [15]. This pathway is essential for growth, because glutamine is the primary intracellular nitrogen donor for purine and pyrimidine synthesis. Both ATP and reducing power are required in carbon metabolism, nitrogen assimilation, and hydrogen production, inextricably linking these pathways. In H. modesticaldum, the high-energy demand required for nitrogen fixation during diazotrophic growth has resulted in strict regulation of the nif genes encoding for nitrogenase. Thus, the addition of NH4 + to cultures Citation: Sheehy D, Lu YK, Osman F, Alattar Z, Flores C, et al. (2018) Genome-wide Transcriptional Response during the Shift to N2-fixing Conditions in Heliobacterium modesticaldum. J Proteomics Bioinform 11: 143-160. doi: 10.4172/jpb.1000481 Volume 11(8) 143-160 (2018) 144 J Proteomics Bioinform, an open access journal ISSN: 0974-276X results in repression of nitrogenase activity [15,16]. However, the effects of N2-fixing versus non-fixing conditions on genome-wide expression and metabolism in Heliobacterium remained to be determined. The sequencing of the genome of H. modesticaldum, along with recent proteomic studies, have provided insights into the energy metabolism of this phototroph. However, metabolic studies have been correlated to only a few genes related to energy and carbon metabolism at the transcriptomic level [17]. To enhance our understanding of the energy metabolism of H. modesticaldum, it is necessary to explore the entire mRNA link between genome and proteome. We report here a singlenucleotide resolution map of the H. modesticaldum Ice1 transcriptome under N2-fixing and non-fixing conditions. In general, we observed low-level repression of transcription genome-wide upon a shift to N2-fixing conditions. On the contrary, a few genes, such as the genes involved in N2-fixation and ammonium scavenging, were upregulated. There were also several cases of even more drastic down-regulation, including the core genes of cyclic photophosphorylation. Materials and Methods Growth of H. modesticaldum Isolated colonies of H. modesticaldum strain Ice1 were cultured in gel-rite media modified by Lin and Casida (1984) for thermophilic application [18] inside an anaerobic Coy glove box at 52°C under infrared lights at 780 nm. Cells were inoculated in Pyruvate-Yeast Extract (PYE) growth media [16], which contains 1 g/L of NH4SO4 as the source of nitrogen and “vitamin levels” of yeast extract (0.02%). The PYE-NH4 + medium was made by elimination of NH4SO4 and increasing the amount of Na2S2O3•5H2O from 0.2 g to 0.4 g. The pH was adjusted to 6.8 with H2SO4 prior to autoclaving. Growth was monitored spectroscopically at an Optical Density (OD) at 625-nm, as minimal photosynthetic pigments absorb at this wavelength in heliobacteria [3,17]. Cells were grown under anaerobic conditions at 52°C. From PYE or PYE-NH4 + conditions, 3 ml of cells in late exponential growth phase were inoculated into 300 ml of similar media. This ensured no traces of ammonia were carried over to the next generation of cells. Extraction was performed when cells were in mid-log phase of growth at an OD of 0.303 (PYE-NH4 +) and 0.410 (PYE). A biological replicate for each condition was also prepared. Isolation and purification of mRNA Total RNA was isolated using the Purelink total RNA isolation kit (Invitrogen, USA). Cells were anaerobically extracted and lysed using the needle homogenization method offered in the kit protocol. Once total RNA was extracted the solutions were treated with DNaseI via the Ambion RiboPure Bacteria procedure to remove all genomic DNA. Depletion of the 16S and 23S rRNAs was performed via the Ambion MICROBEExpress kit through subtractive hybridization with capture oligonucleotides. The resulting solution contained tRNAs, 5S rRNAs, and enriched mRNA. Library preparation and Ion Torrent sequencing Library preparation was performed using the Ion Total RNASeq Kit (Ambion, USA). Both sample and WT control RNAs (1 μg/ μL HeLa total RNA) were fragmented using RNase III at 37°C for 10 minutes. The fragmented RNA was purified via Ambion’s RiboMinus Concentration Module. The resulting mRNA yield was measured on the Bioanalyzer (Agilent, USA). These enriched mRNA samples were hybridized and ligated with Ion Torrent adaptors. Strand specificity was retained using the Ion Adaptor Mix containing oligonucleotides with a single-stranded degenerate sequence at the 3’ end and a defined sequence at the 5’ end. This effectively constrains the RNA orientation, with sequencing only performed from the 5’ end of the sense strand. Reverse transcription was performed and the cDNA was purified and size selected using Agencourt’s AMPure XP reagent for an optimal fragment size between 30-200 bp. The cDNA samples were amplified using the provided Ion 5’ and 3’ PCR Primers for 16 cycles. Fragment size was verified on the Bioanalyzer (Figure S1). The prepared cDNA libraries were loaded on the chip and sequenced using the Ion PGM sequencer per the manufacturer’s instructions (Life Technologies, USA). Bioinformatic analysis of RNA-seq data The sequenced reads captured on the Ion Torrent platform were analyzed by following procedure described here. Initially, the sequencing reads were subject to filtering out of those with the poor quality and more than 50% of Ns in reads using PRINSEQ [19]. Bowtie2 [20] with default parameters was used to align filtered RNA-seq reads against H. modesticaldum chromosome as the reference genome. The resulting sequence alignment files were imported into Partek Genomics Suite (Partek Inc., St. Louis, MO) to compute raw and fragments per kilobase of exon model per million mapped (RPKM) reads for the normalized expression values of each transcript. A stringent filtering criterion with RPKM value of 1.0 [21] was used to obtain expressed transcripts. The RPKM values of filtered transcripts were log-transformed using log2 (RPKM + offset) with an offset value of 1.0, and fold changes in transcript expression, differential expression, and p-values were generated from these using the Partek software with default settings. Metabolic pathways that were significantly enriched between +/-NH4 + were identified using Cytoscape [22] with the reference pathways of H. modesticaldum from the Kyoto Encyclopedia of Genes and Genomes (KEGG) database [23].
温和日光杆菌向n2固定条件转变过程中的全基因组转录反应
Heliobacteria是唯一已知的光养厚壁菌门;所有已知的该类成员似乎都能固定N2,但不能固定CO2。它们是无氧的,拥有已知的最简单的光合器官。Heliobacterium modesticaldum (Heliobacterium modesticaldum)是Heliobacteriaceae家族中的一种中等嗜热细菌,其3.1 mb的基因组序列已经公开。本研究的重点是通过检查其转录组在从含氨介质到n2固定条件的转变过程中的变化,了解这种生物体在基础水平上是如何运作的。以丙酮酸盐为碳源,氨或N2为氮源,从细胞中纯化RNA。rRNA耗尽后,使用Ion Torrent PGM平台对RNA池进行测序。我们发现,固氮酶基因簇只在固氮条件下表达,并伴随着高亲和力铵转运体的表达增加。大多数基因在n2固定条件下被至少3个因子下调。编码参与循环电子传递链的蛋白质的高表达基因也发生了剧烈的下调。光合作用的pshA转录物也减少了100倍以上,但随后的光化学分析表明,反应中心蛋白复合物的浓度没有大的下降。这表明在某些基因中存在实质性的翻译调节作用。转录组学分析揭示了H. modesticaldum的差异表达基因网络。本研究是建立基因组尺度代谢模型的第一步,将H. modesticaldum建立为Heliobacteriaceae家族的模式生物。在此温度下它会生长。固氮由固氮酶复合物催化,使大气中的二氮(N2)还原为铵(NH4 +),并产生分子氢[12]。这个过程需要大量的化学能(16 ATP)和还原力(8 fred)将一个N2转化为两个NH4 +[13]分子,然后被吸收成许多生物分子。序列相似性预测了由NifD/K多肽[14]的同型二聚体组成的Mo-Fe组I氮酶的使用。在日光细菌中,NH4 +同化的主要途径是谷氨酰胺合成酶/谷氨酸合成酶途径[15]。这一途径对生长至关重要,因为谷氨酰胺是嘌呤和嘧啶合成的主要细胞内氮供体。碳代谢、氮同化和氢生产都需要ATP和还原能力,它们之间有着不可分割的联系。在H. modesticaldum中,重氮营养生长过程中固氮所需的高能需求导致编码固氮酶的nif基因受到严格调控。引用本文:Sheehy D, Lu YK, Osman F, Alattar Z, Flores C, et al. (2018) Heliobacterium modesticalum向n2固定条件转变过程中的全基因组转录响应。[J] .中国生物医学工程学报,11(3):444 - 444。doi: 10.4172 / jpb.1000481vol . 11(8) 143-160 (2018) 144 J Proteomics Bioinform,开放获取期刊ISSN: 0974-276X结果抑制氮酶活性[15,16]。然而,n2固定与非固定条件对Heliobacterium全基因组表达和代谢的影响仍有待确定。对H. modesticaldum的基因组测序,以及最近的蛋白质组学研究,已经为这种光养动物的能量代谢提供了见解。然而,代谢研究仅在转录组水平上与能量和碳代谢相关的少数基因相关[17]。为了进一步了解H. modesticaldum的能量代谢,有必要探索基因组和蛋白质组之间的全mRNA链接。我们在此报告了在n2固定和非固定条件下H. modesticaldum Ice1转录组的单核苷酸分辨率图。总的来说,我们观察到在转移到n2固定条件时转录全基因组的低水平抑制。相反,一些基因,如参与n2固定和铵清除的基因,表达上调。还有一些更剧烈的下调,包括循环光磷酸化的核心基因。材料与方法H. modesticaldum菌株Ice1分离菌落在Lin和Casida(1984)改良的凝胶培养基中,在厌氧Coy手套箱中,52°C下,在780 nm红外线下培养,用于嗜热应用[18]。将细胞接种于pyruate - yeast Extract (PYE)培养基[16]中,其中含有1 g/L的NH4SO4作为氮源,酵母提取物的“维生素水平”为0.02%。通过消去NH4SO4,将Na2S2O3•5H2O的量从0.2 g增加到0.4 g,得到PYE-NH4 +培养基。pH值调整为6。 高压灭菌前用H2SO4。在625 nm光密度(OD)下对生长进行光谱监测,因为日光细菌在该波长下吸收的光合色素最少[3,17]。细胞在52°C厌氧条件下生长。在PYE或PYE- nh4 +条件下,取指数生长期晚期细胞3ml接种于300 ml类似培养基中。这确保了没有氨的痕迹被带到下一代细胞中。在细胞生长中期进行提取,OD值分别为0.303 (PYE- nh4 +)和0.410 (PYE)。并对每种条件制备了一个生物重复。mRNA总RNA的分离和纯化使用Purelink总RNA分离试剂盒(Invitrogen, USA)。使用试剂盒方案中提供的针均质法厌氧提取和裂解细胞。提取总RNA后,通过Ambion RiboPure Bacteria程序将溶液用DNaseI处理以去除所有基因组DNA。通过Ambion MICROBEExpress试剂盒与捕获的寡核苷酸进行减法杂交,对16S和23S rrna进行去除。得到的溶液含有trna、5S rnas和富集的mRNA。文库制备和离子激流测序文库制备使用Ion Total RNASeq Kit (Ambion, USA)。将样品RNA和WT对照RNA (1 μg/ μL HeLa总RNA)用RNase III在37℃下裂解10分钟。片段RNA通过Ambion的核糖核酸<s:1>浓缩模块纯化。在生物分析仪(Agilent, USA)上测量mRNA的产率。这些富集的mRNA样本被杂交并与离子激流适配器连接。使用含有3 '端单链退化序列和5 '端定义序列的寡核苷酸的离子适配器混合物保留了链特异性。这有效地限制了RNA的定向,测序仅从传感链的5 '端进行。进行反转录,纯化cDNA,并使用agcourt的AMPureXP试剂选择最佳片段大小在30-200 bp之间。利用所提供的离子5′和3′引物扩增cDNA样品16个循环。在生物分析仪上验证片段大小(图S1)。将制备好的cDNA文库加载到芯片上,并根据制造商的说明书(Life Technologies, USA)使用Ion PGM测序仪进行测序。RNA-seq数据的生物信息学分析在Ion Torrent平台上捕获的测序reads按照这里描述的程序进行分析。最初,使用PRINSEQ[19]对质量较差且Ns超过50%的测序reads进行过滤。使用默认参数的Bowtie2[20]将筛选后的RNA-seq reads与H. modesticaldum染色体作为参考基因组进行比对。将得到的序列比对文件导入Partek Genomics Suite (Partek Inc., St. Louis, MO),以计算每个转录本的标准化表达值的每千碱基外显子模型每百万映射(RPKM) reads的原始片段和片段。使用RPKM值为1.0[21]的严格过滤标准获得表达转录本。过滤后转录本的RPKM值使用log2 (RPKM + offset)进行对数变换,偏移值为1.0,使用默认设置的Partek软件从这些转录本表达、差分表达和p值中生成fold变化。利用Cytoscape[22]和京都基因与基因组百科全书(KEGG)数据库[23]中的H. modesticaldum的参考途径,鉴定了+/-NH4 +之间显著富集的代谢途径。
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