Accepted Manuscript Effect of dietary energy restriction and subsequent compensatory feeding on testicular transcriptome in developing rams Y.X. Fan, Z. Wang, C.F. Ren, T.W. Ma, K.P. Deng, X. Feng, F.Z. Li, F. Wang, Y.L. Zhang PII:
S0093-691X(18)30421-7
DOI:
10.1016/j.theriogenology.2018.06.028
Reference:
THE 14610
To appear in:
Theriogenology
Received Date: 14 November 2017 Revised Date:
28 June 2018
Accepted Date: 28 June 2018
Please cite this article as: Fan YX, Wang Z, Ren CF, Ma TW, Deng KP, Feng X, Li FZ, Wang F, Zhang YL, Effect of dietary energy restriction and subsequent compensatory feeding on testicular transcriptome in developing rams, Theriogenology (2018), doi: 10.1016/j.theriogenology.2018.06.028. This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
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Effect of dietary energy restriction and subsequent compensatory feeding on testicular transcriptome in developing rams
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Y.X. Fan, Z. Wang, C.F. Ren, T.W. Ma, K.P. Deng, X. Feng, F.Z. Li, F. Wang, and Y.L.
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Zhang*
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Jiangsu Livestock Embryo Engineering Laboratory, College of Animal Science and
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Technology, Nanjing Agricultural University, Nanjing 210095, PR China.
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Yanli Zhang
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*Corresponding author:
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Jiangsu Livestock Embryo Engineering Laboratory
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College of Animal Science and Technology
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Nanjing Agricultural University
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No.1 Weigang
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Nanjing
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China
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Tel: 86-25-84395381; Fax: 86-25-84395314; E-mail address:
[email protected]
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ACCEPTED MANUSCRIPT ABSTRACT
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Nutritional intake and reproductive allocation are strongly associated and dietary energy
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restriction (ER) or surpluses can affect reproductive capacity. The objective of this study was
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to investigate the effect of energy levels on sheep testicular development. Three-month old Hu
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sheep were assigned to four groups, and fed diets containing different levels of energy
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(Control, maintenance energy; ER1, 85% maintenance energy; ER2, 70% maintenance energy;
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ER3, 55% maintenance energy). Two months later, half the sheep in each group were
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euthanized, whereas the remaining sheep were euthanized after a further 3 months feeding on
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a compensatory energy diet. The testicular weight and reproductive hormone levels of the Hu
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sheep were investigated. Differences in the testes of ER3 and control group sheep were
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investigated at the transcriptional level using high-throughput sequencing. The results showed
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that the testicular weights had decreased in the energy-restricted rams compared with the
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controls, and that the testosterone concentration in ER3 group rams was significantly lower
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than that in other compared groups (P < 0.05). After the period of compensatory feeding,
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however, ER3 sheep testicular weight and testosterone concentrations were similar to those of
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the control group sheep. In addition, the RNA sequencing results revealed that 81 genes were
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upregulated and 180 genes were downregulated in the ER3 group compared with the control
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group. Moreover, based on the enriched steroidogenesis, meiosis and kinases pathways, a
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number of candidate genes potentially involved in the regulation of testicular development or
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reproduction of Hu sheep, including CYP11A1, ALDH3B1, FDFT1, WNT2, PGR and INSR,
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were screened. Quantitative real-time polymerase chain reaction analysis results correlated
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well with the sequencing data. Taken together, this study provides a first insight into the
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ACCEPTED MANUSCRIPT development of the testis with dietary energy restriction in sheep and shows that these
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changes are associated with alterations in transcriptomic. The sheep testis mRNA database
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were extended in this study will provides novel candidate regulators for future genetic and
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molecular studies on sheep testicular development associated with energy restriction, which
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will contribute to improving the reproductive performance of sheep.
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Key Words: Transcriptome; Testis development; Energy restriction; Compensatory feeding;
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Hu sheep
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1. Introduction Nutrition is an important environmental factor that affects reproductive performance and
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breeding efficiency in sheep [1]. Reproductive performance may be severely impaired if the
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diet is insufficient, unbalanced, or otherwise deleterious [2]. Avoiding nutritional scarcity
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during the critical stage of mammalian reproduction presents a challenge because the supply
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of forage varies considerably throughout the year. Thus, the correct feeding of rams is critical
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for population growth. However, in this regard, research on the nutritional requirements for
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ewe reproduction vastly outweighs that on rams [2].
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Previous studies have indicated that low nutrition can reduce the testicular weight and
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production of spermatozoa in 1-year-old rams [3]. Larger amounts of testosterone produced
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by the testis were found to reach the peripheral circulation in rams fed with a high diet (1 kg
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of the basal diet plus 1.5 kg lupins /day) than in those fed with the low diet (400 g/day of the
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basal diet) [3]. Previous studies have also shown that 72 % of the maintenance diet reduced
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the single ejaculate volume and sperm motility rate of 2-year-old sheep [2]. However, contrast
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with the above results, other studies have shown that nutritional treatment has no effect on the
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levels of testosterone and testicular development [4], and Martin et al. [5] have shown that,
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with the exception of severe underfeeding, there are only minor changes in the endocrine
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function of the testis (testosterone production) unless season-long treatments are imposed.
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Despite these findings, our understanding of the effects of nutrition on reproductive
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performance remains limited. Reproduction is a complex process, and traits such as testicular
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weight and reproductive hormone levels are affected by some genes, and thus it is very
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important to gain an understanding of the gene regulatory mechanisms underlying the effect
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of nutrition on sheep reproductive development. Hu sheep is an endemic species bred widely in the south of China. Due to their high
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fecundity, Hu sheep have been introduced in northern China, where forage shortage is
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seriously deficient during the cold winters. Thus, compensatory growth during the second
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spring, facilitated by grazing on rich pastures, is essential to ensure the fattening/growth of
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lambs. Although previous studies have generally focused on studying the effects of energy
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restriction and compensation on growth performance[6], the mechanisms whereby energy
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restriction and compensation affect sheep testicular reproductive performance remain
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unknown. High-throughput sequencing (RNA-seq) technologies provide a unique opportunity
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to characterize cell transcripts, to quantify transcripts and to identify di erential regulation in
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a single experiment[7]. In recent years, RNA-seq technology has been applied to the study of
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testicular development [8, 9], and is likely to provide valuable insights into the effects of
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nutritional deficiency on testicular development in rams.
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In order to analyze the effects of different level of dietary energy restriction and
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compensation on the testicular development of Hu sheep, we measured testicular weight and
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levels of follicle stimulating hormone (FSH), luteinizing hormone (LH), and testosterone after
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feeding the sheep on energy-restriction and compensatory diet. We also investigated the
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impact of dietary energy restriction on transcriptome profile of Hu sheep testis, and analyzed
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the molecular regulation of testicular development at different energy levels. Our results
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provide useful information on the expression of reproductive-related genes prior to sexual
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maturity.
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2. Materials and methods
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2.1 Animals and Experimental Design All protocols involving the use of animals were in accordance with the Guidelines for
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Animal Experiments of Nanjing Agricultural University, and approved by the Animal Care
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and Use Committee of Nanjing Agricultural University.
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The 3-month-old male Hu sheep (n=80, 22.02 ± 0.14 kg) used in this study were
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randomly assigned to four groups: a normal energy group [Control , 100% energy
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requirements based on feeding standards for meat-producing sheep and goats (NY/T
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816-2004, China); n = 20], a 85% maintenance energy group (ER1; n = 20), a 70%
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maintenance energy group (ER2; n = 20), and a 55% maintenance energy group (ER3; n = 20).
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The diet energy levels during the initial period of the study were 11.64 (Control), 9.73 (ER1),
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8.40 (ER2), and 6.84 (ER3) MJ/kg. After 2 months of feeding, half the lambs in each group
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(10 lambs per group) were euthanized, whereas during the following 3-month compensatory
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period, the remaining lambs in all groups were fed the same diet containing 12.44 MJ/kg
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energy, with water provided to the sheep ad libitum. The compensatory groups were
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designated as follows: the control group (Control-C, 100% energy requirements prior to the
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compensation period, n = 10), the 85% energy group with energy compensation (ER1-C; n =
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10), the 70% energy group with energy compensation (ER2-C; n = 10), and the 55% energy
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group with energy compensation (ER3-C; n = 10). The amount of dietary energy provided to
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the compensated animals corresponded to the feeding standards for meat-producing sheep and
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goats (NY/T 816-2004, China). The compositions of the experimental diets are shown Table
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1.
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2.2 Measurement of Testes Weight and Blood levels of Reproductive Hormones
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ACCEPTED MANUSCRIPT After the dietary restriction and compensatory periods, all the lambs were weighed
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before slaughter. Blood samples were collected from the jugular vein by venipuncture at 0500,
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0700, and 1100 h at the end of the dietary restriction and compensatory periods. The collected
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blood was immediately placed in heparinized tubes, maintained on ice, separated by
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centrifugation for 10 min at 3000 r/min at 4°C, and stored at –20°C for subsequent
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reproductive hormone (FSH, LH and testosterone) measurements. For each lamb, a “testes
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ratio” (i.e., testes to body weight ratio) was calculated. On the basis of significant differences
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between the control and ER3 group, three testicle samples were selected randomly from each
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group for RNA-Sequence analysis.
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2.3 Collection of Testicular Tissue and RNA Extraction
All the testicular tissues were collected from the same area, placed in Sample Protector
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for RNA/DNA (Takara, Dalian, China), snap-frozen in liquid nitrogen, and stored in -80°C
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cryogenic refrigerator for preservation. Total RNA was extracted from the testicular tissues of
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both control and ER3 group sheep using a high purity total RNA extraction kit (Bioteke,
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Beijing, China). The purified RNA was monitored on 1% agarose gels to ensure no genomic
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DNA contamination. RNA purity was checked using a NanoPhotometer® spectrophotometer
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(IMPLEN, CA, USA), and RNA concentration was measured using a Qubit® RNA Assay Kit
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in Qubit® 2.0 Fluorometer (Life Technologies, CA, USA). RNA integrity was assessed using
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an RNA Nano 6000 Assay Kit of the Agilent Bioanalyzer 2100 System (Agilent Technologies,
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Santa Clara, CA, USA).
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2.4 Construction of Library and Illumina Sequencing
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Equal amounts of RNA samples (3 µg RNA per sample) were used to prepare a cDNA 7
ACCEPTED MANUSCRIPT library. In brief, mRNA was purified from total RNA using poly-T oligo-attached magnetic
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beads and fragmented. First-strand cDNA was generated using random hexamer primers and
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M-MuLV Reverse Transcriptase (RNase H-). Second-strand cDNA synthesis was
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subsequently performed using DNA Polymerase I and RNase H. Following the addition of a
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single A base and adapters, the blunt-end cDNA fragments were subsequently ligated.
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Thereafter, the fragments were amplified by PCR to create the final cDNA library.
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After library construction, Qubit2.0 was used to perform a preliminary analysis and the
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library concentration was diluted to 1 ng/µL. An Agilent Bioanalyzer 2100 was used to
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examine the length of inserted fragments in the library and after reaching the expected insert
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size, accurate quantification of the effective concentration of the library (library effective
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concentration > 2 nM) was carried out using qRT-PCR. The clustering of index-coded
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samples was performed using a cBot Cluster Generation System in conjunction with a TruSeq
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PE Cluster Kit v3-cBot-HS (Illumina) according to the manufacturer’s instructions. After
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cluster generation, the library preparations were sequenced using the Illumina Hiseq X Ten
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platform and 125 bp/150 bp paired-end reads were generated.
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2.5 Quality Evaluation of Sequencing Data
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Base sequencing error rates were determined from Phred numerical score (Phred score,
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Qphred) and by formula [formula1: Qphred = -10 log10 (e)] transformation. The GC content
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was then determined to ensure that AT and GC were separated. After removing low-quality
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reads from the raw data, clean reads were obtained by removing reads containing adapters and
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ploy-N. These clean reads were used for subsequent analyses.
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In this study, we used TopHat2 software to select a gene model for genome positioning 8
ACCEPTED MANUSCRIPT analysis of the filtered sequences. Reads from different regions of the reference genome
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(exons, introns, and intergenic regions) were analyzed. The read positions on chromosomes,
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length of chromosomes, the relation of the length of chromosome and the total number of
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reads were visualized. Pearson correlation analysis was used to perform RNA - Sequence
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correlation tests and R language was used to calculate the Pearson correlation coefficients.
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2.6 Alternative Splicing Analysis and Prediction of Novel Transcripts Alternative
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using
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analysis
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(http://rnaseq-mats.soueceforge.net/index.html). Different types of alternative splicing events
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were analyzed using the quantitative methods of junction count only (JC only) and reads on
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target and junction counts (JC + reads on target), where an FDR < 0.05 was used as the
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screening criterion. Reads were then mapped against ovine genome assembly v.3.1 (Oar_v3.1).
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The Cufflinks v2.1.1 Reference Annotation Based Transcript (RABT) assembly method was
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used to construct and identify both known and novel transcripts from the TopHat alignment
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results.
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2.7 Single Nucleotide Polymorphisms (SNP) and Insertion and Deletion (InDel) Analyses
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Picard-tools v1.96 and samtools v0.1.18 were used to sort, mark duplicated reads and
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reorder the bam alignment results for each sample. GATK2 (v3.2) software was used to
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perform SNP and InDel calling. Finally, analysis results were obtained after filtering.
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2.8 Quantification of Gene Expression Level
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Gene expression levels were estimated in terms of fragments per kilo base of transcript
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sequence per millions of base pairs sequenced (FPKM). HTSeq v0.6.1 software and a union
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model were used to analyze the expression levels of genes in each sample. 9
ACCEPTED MANUSCRIPT Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)
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2.9
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Enrichment Analysis of Differentially Expressed Genes To identify the biological pathways and functions of differentially expressed genes
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(DEGs), GO and KEGG analyses were performed on DEGs. We obtained GO annotation
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terms and performed GO functional enrichment using GOseq software based on the Wallenius
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non-central hyper-geometric distribution [10]. KEGG pathway analysis was performed using
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KOBAS software (http://kobas.cbi.pku.edu.cn/home.do) against the KEGG database.
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2.10 Validation of DEGs
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The total RNA was extracted from testis samples using a Baiteke RNA extraction reagent
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kit (Baiteke, Beijing, China) and cDNA synthesis was performed using an RNA reverse
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transcription reagent kit (Takara, Shanghai, China). Six genes related to reproduction were
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selected to confirm the sequencing data by qRT-PCR. The sequences and NCBI Reference
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Sequence of the primers used for amplification of the target genes are shown in Table S1. The
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expression level of the six DEGs were compared between the following pairs of groups:
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Control vs ER3, Control-C vs ER3-C, Control vs Control-C, and ER3 vs ER3-C. The
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qRT-PCR was performed using the Step One Plus qRT-PCR System (Applied BioSystems
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Carlsbad, USA) and fluorescence was detected using SYBR Green (No.04913850001; Roche,
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Mannheim, Germany) in a reaction volume of 20 µL. The comparative quantification of each
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RNA was normalized to glyceraldehyde 3-phosphate dehydrogenase (GAPDH) using the
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2-∆∆Ct method and all reactions were carried out three times.
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2.11 Statistical Analyses
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All data were analyzed using SPSS 19.0 (SPSS Inc. Chicago, IL, USA) and are presented 10
ACCEPTED MANUSCRIPT as mean values ± SEM from 10 different individuals (n=10) with three biological replicates.
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The testicular weight, slaughter weight, testes ratio, and blood levels of reproductive
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hormones were compared using single factor analysis of variance, and qRT-PCR results were
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analyzed using Student’s t-test. Values of P < 0.05 were considered to indicate a statistically
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significant difference and those of P < 0.01 were considered to indicate a statistically
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extremely significant difference.
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3. Results
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3.1 Effects of Restricted and Compensatory Feeding on Testicular Development and
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Reproductive Hormones in the Blood
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After a period of restricted feeding, the body and testicular weights of lambs decreased
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with an increase in energy restriction (P < 0.05). The testes ratio in the control group was
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significantly higher than that in the ER2 and ER3 groups (P < 0.05; Table 2). Although there
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were no significant differences in the LH and FSH levels among the different groups (P >
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0.05), testosterone levels in the control, ER1, and ER2 groups were significantly higher than
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those in the ER3 group (P < 0.05) (Table 3). After compensatory feeding, there was no
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significant difference in the above indices of testicular development and reproductive
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hormones among the groups (P > 0.05) (Tables 4-5).
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3.2 Analysis of RNA-sequence Data
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In order to obtain an overview of the testis transcriptome of sheep and identify the genes
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involved in testis development under dietary energy restriction, six cDNA libraries were
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prepared from RNA extracted from testes samples collected from control and ER3 group rams
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and sequenced using the Illumina Hiseq platform. In order to ensure that the RNA sequencing 11
ACCEPTED MANUSCRIPT data satisfied the criteria for genome-wide transcriptomic analysis, we conducted standard
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analyses of a quality control. A total 181,786,368 (26.36 G) and 157,273,776 (22.81 G) raw
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reads were obtained for the control group and ER3 group, respectively (Table S2). Of these,
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60.9%–69.7% of the total reads were mapped to exons in genomic regions. After removing
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low-quality reads with a Qpred quality of less than 20, a total of 175,771,456 and 152,109,294
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clean reads were filtered to guarantee the sequencing data. The average error rate of base
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sequencing was approximately 0.01 %, indicating a high sequencing quality. Total clean reads
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were mapped to the reference genome, with approximately 77.63%–79.26% of the clean reads
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being aligned successfully (Table S3). Under normal circumstances, the greater the length of
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the chromosome, the greater the number of reads located within the chromosome [11]. In the
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present study, we found that testicular development-related reads were enriched in
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chromosomes 1, 2, 3 and X (Figures S1a-S1f). The correlation of gene expression in different
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samples is an important index for assessing the reliability of the experiment and the selection
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of samples. Here, the correlation coefficient within a group was close to 1, indicating that the
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expression pattern between samples was highly similar. All the squares of the Pearson
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correlation coefficients between samples were greater than 0.8 (Figure S2), meeting the
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standard requirements.
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FPKM provides a measure of gene expression levels. On the basis of the determined
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FPKM values, gene expression levels were classified into five categories (Table S4). Among
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these, the largest proportion (33.84%–36.86%) of genes exhibited low expression (0 < FPKM
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< 1), followed by the second largest group (21.71%–23.99%) with FPKM values greater than
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3 and less than 15. Only a small proportion of genes were highly expressed. 12
ACCEPTED MANUSCRIPT 3.3 Alternative Splicing, SNP, and InDel Analyses
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The degree of alternative splicing indicates the enrichment of protein complexity. In this
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study, five primary types of alternative splicing event were detected (Figure 1): skipped exon,
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mutually exclusive exon, alternative 5′ splice site, alternative 3′ splice site, and retained intron.
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Junction count only (JC only) and reads on target and junction counts (JC + read on target)
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were used to detect the type of alternative splicing, and they yielded similar results: the vast
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majority of alternative splicing events (<10,000) were skipped exon events, with mutually
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exclusive exon events being the second most abundant events. Alternative 5′splice site,
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alternative 3′ splice site, and retained intron events made up less than 100 of the alternative
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splicing events. Among the 430,000–480,000 SNPs, 37,000–40,000 InDels were from one
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sample in this transcriptome dataset (Table S5).
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3.4 DEGs between Control and ER3 Groups
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The FPKM distribution of all genes in the ER3 and Control groups were similar (Figure
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2a). In the six examined samples, 29,307 genes were detected, and 261 DEGs with fold
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changes greater than two were obtained (P < 0.05, FPKM > 1). Among the DEGs, 81 genes
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were upregulated, whereas the remaining 180 genes were downregulated (Figure 2b) in the
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ER3 group compared with the control group. Genes with similar expression patterns or
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enriched in the same metabolic process or cellular pathway may have similar function, and
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thus the function of unknown genes or new functions of known genes can be predicted by
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clustering the genes into classes. In this study, a hierarchical cluster analysis was performed to
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classify the DEGs (Figure 2c).
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3.5 GO and KEGG Analysis of Differentially Expressed Genes
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ACCEPTED MANUSCRIPT The GO and KEGG databases were used for gene annotation (Tables S3 and S4). The top
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30 significantly enriched GO terms (ER3 vs Control groups) are shown in Figure 3a. A total
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of 18,134 (61.88%) genes were assigned to 162 cellular components, 251 molecular functions
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and 1392 biological processes. Molecular function (GO: 0003674), biological process (GO:
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0008150), and binding (GO: 0005488) were the three terms enriched with the most genes.
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KEGG annotation is the process of mapping interesting genes to metabolic pathways. In
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our study, 261 DEGs were mapped to 92 KEGG pathways. The top 20 significantly enriched
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KEGG pathways are shown in Figure 3b, and among these pathways, we identified two
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signaling pathways that have been well-documented to be essential in testes development,
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namely, the ovarian steroidogenesis pathway, and the drug metabolism-cytochrome P450
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pathway. In addition, a further 11 important pathways related to the regulation of male sexual
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function were identified, including the mitogen-activated protein kinase pathway,
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phosphatidylinositol-3-kinase protein kinase B (PI3K-Akt) pathway, AMPK pathway and Wnt
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pathway, and so on (Table 6). The significantly enriched GO and KEGG results suggested that
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some DEGs were associated with testes development in Hu sheep. Thus, it can be speculated
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that energy restriction may affect male reproduction by altering the transcriptional profile of
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the testes.
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3.6 Verification of DEGs by qRT-PCR
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To validate the RNA-Sequence results, the expression levels of six DEGs primarily
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involved in ram reproduction were analyzed using qRT-PCR for the following group pairs:
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Control vs. ER3, Control-C vs. ER3-C, Control vs. Control-C, and ER3 vs. ER3-C (Figure 4).
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The expression level of the six genes showed a pattern that correlated well with that of the 14
ACCEPTED MANUSCRIPT sequencing data (Figure 4a and 4b). The expression level of INSR was apparently upregulated
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in sheep fed the 55% energy (Figure 4a) and compensation diets (Figure 4c), and also
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upregulated in the Control-C group compared with the Control group, and the ER3-C group
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compared with the ER3 group. The CYP11A1, FDFT1, and Wnt2 genes showed similar
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expression tendencies, wherein all were downregulated after feed restriction and
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compensation, but were upregulated following compensatory feeding in the Control-C and
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ER3-C groups compared with the Control and ER3 groups, respectively (Figure 4d and 4e).
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Although expression of the ALDH3B1 gene recovered to normal levels after low expression
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during restricted feeding, it was downregulated in the Control-C and ER3-C groups compared
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with the Control and ER3 groups, respectively, thereby indicating that it might play a role in
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the development of the testes prior to sexual maturity. The compensatory growth phase
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significantly increased the low expression levels measured during restricted feeding. Under
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restricted feeding and normal feeding conditions, expression levels of the PGR gene were
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downregulated in the ER3 and Control-C groups compared with the Control group,
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respectively, whereas after compensatory feeding, PGR expression was significantly
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upregulated.
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Discussion
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In this study, we measured testicular weight and blood levels of reproductive hormones
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in Hu rams after restricted and compensatory feeding. A calorie-restricted diet affects
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reproduction by altering the metabolism in young mammals [5]. Previous studies have
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indicated that energy restriction decreases the secretion of pituitary peptide hormones, thereby
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reducing the transport of cholesterol from intracellular stores to the mitochondria via the 15
ACCEPTED MANUSCRIPT cyclic adenosine monophosphate signal pathway. As result, testosterone etc synthesis
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decreased. Reduced synthesis of the steroid hormone testosterone can influence sperm count
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and motility by acting on Sertoli cells or spermatogonia. The results of the present study,
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showing that testicular weight and ratio decreased with increasing dietary restriction are
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consistent with this decreased secretion of pituitary hormones. Unexpectedly, however, we
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observed that blood levels of LH and FSH also had a slight tendency to decline. After
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compensatory feeding, the levels of testosterone returned to normal, as did testicular weight
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and testes ratio. These findings indicate that compensatory feeding can compensate for the
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decline in reproductive performance due to energy restriction during the early stages of
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growth. These findings suggest that energy-compensated feeding can restore the pre-puberty
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reproductive performance of lambs to normal levels, and that early restricted feeding would
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not adversely affect the later breeding performance of adult rams.
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In recent years, high-throughput sequencing has been used in bioinformatics analysis of
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humans, mice, maize, cattle, and other species [12, 13]; however, analysis of the sheep testis
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transcriptome has rarely been carried out. To further study the effects of feed restriction on
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reproduction, RNA-sequencing was used to examine the transcriptional differences between
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the testes of lambs fed energy-limited or maintenance energy diets. From six samples we
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identified 261 genes that were differentially expressed between the ER3 group and the control
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group, with 81 being upregulated and 180 downregulated in the former compared with the
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latter. Some of these DEGs, including CYP11A1, INSR, ALDH3B1, are related to reproduction,
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and our finding indicate that these DEGs might play important roles in the regulation of
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reproductive hormone secretion, testicular development and spermatogenesis.
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KEGG analysis indicated that, the aforementioned DEGs are enriched in multiple
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reproduction-related pathways. Ovarian steroidogenesis and steroid hormone biosynthesis
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pathways play important roles in the regulation of mammalian reproduction, and can regulate
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the expression of related proteins and promote the synthesis of testosterone, which
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can promote testes development [14]. The oocyte meiosis pathway and adherens junction
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pathway may be related to meiosis and mitosis, which affect testicular size. Furthermore, the
359
Wnt signaling pathway can promote self-renewal of spermatogonial stem cells,
360
spermatogenesis and proliferation of progenitor cell populations in mammalian testes [15].
361
Disrupting this pathway in humans can lead to infertility and testicular cancer [15]. The
362
mitogen-activated protein kinase pathway is related to the development of germ line stem
363
cells [16]. Previous studies have shown that a downstream transcriptional factor of p38
364
mitogen-activated protein kinase is a key mediator of extracellular stimulus-induced testicular
365
injury [17]. There are also many functional genes involved in reproductive hormone
366
production in the steroid hormone biosynthetic pathway and the drug metabolism-cytochrome
367
P450 pathway. The steroidogenic hormone biosynthesis pathway can influence the secretion
368
of testosterone in Leydig cells by affecting the synthesis of testosterone precursors [18], and
369
cytochrome P450 enzymes can metabolize multiple sterols in vitro to establish novel
370
branching points in cholesterol synthesis for conversion to testosterone [19]. These findings
371
emphasize the importance of reproductive hormone production and testicular size as well as
372
their corresponding genes in the development of testes.
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in turn
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Alternative splicing is a source of protein diversity and biological complexity [20] , and
374
among the six samples collected in the present study, we detected five primary types of 17
ACCEPTED MANUSCRIPT alternative splicing event and a number of genes containing one or more alternative splices.
376
Among these, the skipped exon and mutually exclusive exon events comprised the largest
377
proportion. Alternative splicing is also considered as a standard for detecting the complexity
378
of cell and function in eukaryotes [21]. Most of the genomic variation is attributed to SNPs
379
and InDels, which may also increase functional complexity and offer the highest resolution
380
for tracking disease-related genes and population history [22]. In the present study, we
381
detected 430,000–480,000 SNPs, and 37,000–40,000 InDels among the different samples,
382
which are useful for the identification of candidate genes and biomarkers for sheep fertility
383
[23], and should be useful as molecular markers for functional genomics and breeding
384
research in this species and other closely related species [24]. Therefore, the large number of
385
SNPs and InDels that we detected in the testes warrant further analysis
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The qRT-PCR was performed to validate the expression of reproduction-associated genes
387
selected from among the DEGs. The results were consistent with RNA sequencing data. In
388
this study, CYP11A1 was enriched in the steroidogenesis and steroid hormone biosynthesis
389
pathways. P450sec the cholesterol side chain cleavage enzyme encoded by the CYP11A1 gene
390
is instrumental in the synthesis of sex hormones, and is known to catalyze the initial step of
391
steroidogenesis
392
monophosphate–mediated signals [25]. Additionally, desmosterol can be converted to
393
pregnenolone by CYP11A1 in another branch of the cholesterol pathway leading toward
394
steroid hormones [26]. Therefore, we hypothesized that the low expression of CYP11A1 in
395
pubertal Hu sheep after energy-restricted feeding may have resulted in the low levels of
396
testosterone recorded in the present study. The enzyme encoded by FDFT1 is involved in the
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in
the
adrenals
and
18
gonads
through
cyclic
adenosine
ACCEPTED MANUSCRIPT production of C-30 squalene in a reaction that is also considered to be a branch of the
398
isoprenoid pathway. Previous studies have shown that a mutation in the FDFT1 gene of
399
heterozygous individuals can lead to a 50% reduction in enzyme activity in the testes. A
400
further gene, PGR, plays a vital role in the biosynthetic pathway of sex hormones [27]. Thus,
401
although the genes CYP11A1, FDFT1 and PGR are capable of regulating the synthesis of
402
steroid hormones , they were all expressed at low levels under the condition of energy
403
restriction imposed in the present study, indicating that they may cooperatively cause low
404
testosterone levels.
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Wnt family members play roles in the development of sexual dimorphism in the
406
mammalian gonads[28]. Among these, the Wnt2 gene plays an important role in the formation
407
of precursors in the early stage of gonad development, particularly during the embryonic
408
period [29, 30], and this may contribute to the development of spermatogonial stem cells,
409
Sertoli cells or mesenchymal cells. Thus, a decrease in Wnt2 gene expression in the ER3 rams
410
may have contributed to the reduced testicular weight of pubertal Hu sheep.
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ALDH3B1 plays an important defensive role against oxidative and aldehyde stressors
412
that may impair spermatogenesis. Therefore, expression of the ALDH3B1 gene is indicative of
413
sperm production capacity [31]. Although, lamb semen was not collected in the present study,
414
low expression of the ALDH3B1 gene might indicate a decrease in testicular sperm
415
production. INSR gene expression affects the insulin/IGF-1 signaling pathway, which is
416
required for FSH-mediated spermatogenic cells proliferation, and may play an important role
417
in regulating the final number of spermatogenic cells, testicular size, and daily sperm output
418
[32]. In the present study, FSH levels in the blood were unchanged, whereas the expression of
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ACCEPTED MANUSCRIPT INSR was upregulated. Although we expected that this would promote an increase in
420
testicular size, no such increase was observed. Potentially, this finding may be attributed to
421
severe energy restriction having a negative effect on the molecular mechanism of the
422
signaling pathway; however, the specific reasons remain unknown and require further study.
423
After compensatory feeding, expression of the ALDH3B1 gene returned to normal levels,
424
whereas that of the PGR gene was significantly increased. In contrast, the other four DEGs
425
examined showed expression patterns similar to those observed following restricted feeding.
426
This indicates that 55% energy-restricted feeding for2 months had a significant effect on the
427
expression of the INSR, CYP11A1, FDFT1, PGR and Wnt2 genes, and that the expression of
428
these genes did not return to normal levels after 3 months of compensatory feeding. At
429
different stages of animal development, gene expression levels may vary widely. Male Hu
430
sheep reach puberty at 120 days[33], which is earlier than that of other breeds[34]. Therefore,
431
in the present study, the lambs were sexually mature after the restricted period and
432
compensatory feeding. We found that expression of the CYP11A1, FDFT1, ALDH3B1 and
433
Wnt2 genes in the control and ER3 groups showed the same patterns at different
434
developmental stages at 5 months and 8 months of age. This suggests that previous energy
435
restriction did not change the expression of these four genes prior to maturation. The
436
expression of PGR was significantly increased at 8 -months of age after restricted and
437
compensatory feeding, which was independent of an increase in age, as PGR expression
438
decreased with age in the control group. Therefore, we speculate that the PGR gene may
439
contribute to the development of testes during the phase of growth prior to sexual maturation.
440
However, the underlying molecular mechanisms require further study.
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ACCEPTED MANUSCRIPT 441
5
Conclusions Overall, this study represents the first utilization of Illumina sequencing technology to
443
conduct a transcriptome analysis of sheep testis associated with dietary energy restriction.
444
RNA-seq enabled us to obtain 261 DEGs, among which many genes potentially involved in
445
the regulation of reproduction were identified. The expression patterns of these genes could
446
serve to explain the di erences in reproductive characteristics (testicular weight and
447
testosterone concentration) caused by energy restriction and compensation. The finding of this
448
study shows that energy restriction induced significant transcriptomic alterations in Hu sheep
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testis, and provides a valuable transcriptomic resource for Hu sheep and a basis for future
450
research on the molecular mechanisms underlying the relationships between nutrition and
451
reproduction.
452
Supplementary Materials
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Figure S1: The number of reads mapped to the chromosomes of Hu sheep fed on 55%
454
and 100% (control) energy requirement diets. Figure S2: Pearson correlation analysis between
455
the testes samples of Hu sheep fed on 55% and100% (control) energy requirement diets. Table
456
S1: Details of primer sequences, expected product sizes and GenBank accession numbers of
457
genes used for qRT-PCR. Table S2: Sequencing data quality assessment for Hu sheep fed on
458
55 % and 100% (control) energy requirement diets. Table S3: Reads compared with the
459
reference genome of Hu sheep fed on 55% and 100% (control) energy requirement diets.
460
Table S4: Number of genes with different expression levels in Hu sheep fed on 55% and
461
100% (control) energy requirement diets. The RNA-Seq data from this study have been
462
submitted to the GEO database with the accession number is GSE111453.
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Acknowledgements We are grateful to all members of the F. Wang laboratory for their contributions to
465
sample determination. The research was supported by the Special Fund for Agro-scientific
466
Research in the Public Interest (No.201303144) and National Industrial Technology System
467
of Sheep & Goat (CARS-38).
468
References
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ACCEPTED MANUSCRIPT [34] Dyrmundsson OR. Puberty and early reproductive performance in sheep rams lambs. Animal Breeding
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Abstracts. 1973.
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ACCEPTED MANUSCRIPT Figure legends: :
591
Fig. 1. Detection of alternative splicing events in the groups of Hu sheep fed on diets
592
containing 55% (ER3) and 100% (control) of energy requirements (n = 3).
593
Alternative splicing events were detected using the junction counts and reads on target
594
methods. The numbers of five alternative splicing types showed similar percentages of the
595
total alternative splicing events using these two methods. SE, skipped exon; RI, retained
596
intron; MXE, mutually exclusive exon; A5SS, alternative 5′ splice site; A3SS, alternative 3′
597
splice site; JC only, junction count only; JC + read on target, reads on target and junction
598
counts.
599
Fig. 2. Gene expression and dynamic changes in differentially expressed genes (DEGs)
600
between Hu sheep fed on diets containing 55% (ER3) and 100% (control) of energy
601
requirements (n = 3).
602
(a) Genes expressed at different levels. Different-colored areas indicate gene expression of
603
different groups: red indicates the ER3 group and, green indicates the control group. (b)
604
Volcano plot of DEGs in the ER3 group compared with the control group. Different colors
605
indicate different levels of expression: green indicates upregulation and red indicates
606
downregulation. (c) Hierarchical clustering analysis of DEGs. Each column represents a
607
group sample (ER3 group or control group), and each row represents a gene. Changes in color
608
represent changes in gene expression, where red represents increased gene expression and
609
blue represents decreased gene expression. Darker colors indicate a greater difference in
610
expression.
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Fig. 3. Gene ontology (GO) classification and Kyoto encyclopedia of genes and genomes
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ACCEPTED MANUSCRIPT (KEGG) enrichment pathways of the groups of Hu sheep fed on diets containing 55%
613
(ER3) and 100% (control) of energy requirements (n = 3).
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(a) DEGs were enriched in three categories, shown as different colors. Red indicates
615
biological process; blue indicates cellular component; green indicates molecular function. (b)
616
A KEGG pathway enrichment analysis between the DEGs of groups A and D. The different
617
colors represent different enrichment factors. The size of the plot corresponds to the number
618
of genes analyzed. DEGs, differentially expressed genes.
619
Fig.4. Validation of the expression levels of differentially expressed genes (DEGs) related
620
to the reproduction of Hu sheep by qRT-PCR (n = 10) and RNA-seq (n = 3).
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(a) The relative expression level of DEGs, INSR (Insulin receptor), CYP11A (cytochrome
622
P450 family 11 subfamily A member 1), ALDH3B1 (aldehyde dehydrogenase 3 family
623
member B1), FDFT1 (farnesyl-diphosphate farnesyltransferase 1), Wnt2 (Wnt family member
624
2), and PGR (progesterone receptor) in ER3 and Control groups determined by qRT-PCR. (b)
625
The relative expression level of DEGs in ER3 and Control groups determined by RNA-seq. (c)
626
The relative expression level of DEGs in Control-C and ER3-C groups determined by
627
qRT-PCR. (d) The relative expression level of DEGs in Control and Control-C groups
628
determined by qRT-PCR. (e) The relative expression level of DEGs in ER3 and ER3-C groups
629
determined by qRT-PCR. The relative expression levels of DEGs in testes were determined by
630
qRT-PCR and normalized to the expression of glyceraldehyde 3-phosphate dehydrogenase
631
(GAPDH). Control, 100% energy requirements; ER3, 55% energy group; Control-C, 100%
632
energy requirements during the compensation period; ER3-C, energy compensation after 55%
633
restricted feeding. * P < 0.05. ** P < 0.01.
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Revised
ACCEPTED MANUSCRIPT
Table. 1. Dietary composition and nutrient levels in Hu sheep( (air-dry basis) ) Energy restriction period
Energy
Items compensatory period
Control
ER1
ER2
ER3
Barley husk
0
0
0
0
Rice straw
0
26.00
42.00
64.00
0
Soybean straw
30.00
16.00
10.50
0
0
Cassava residue
12.00
8.00
9.50
4.00
21.00
Corn
28.00
17.00
5.00
0
18.00
Soybean meal
18.00
19.00.
21.00
23.00
23.00
Corn bran
8.00
10.00
8.00
5.00
7.00
Premix1
4.00
4.00
4.00
4.00
5.00
Total
100.00
100.00
100
100
100.00
DE (MJ/ kg)
11.64
9.73
8.40
6.84
12.44
CP (%)
15.19
15.22
15.19
15.17
13.82
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Control, maintenance energy; ER1, 85% maintenance energy; ER2, 70% maintenance energy;
1
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ER3, 55% maintenance energy.
The premix provided the following per kg of diets: Fe 56 mg, Cu 15 mg, Mn 30 mg, Zn 40 mg, I
1.5 mg, Se 0.5 mg, Co 0.25 mg, S 3.2 g, VA 2150 IU, VD 170 IU, VE 131 IU, super concentrated YuanKangbao 2.7 g, 2% monensin l.6 g, sodium sulfate 10.1 g. All ingredients are calculated according to the raw material. Except the DE value, the rest of the ingredients are displayed as percentage.
ACCEPTED MANUSCRIPT Table. 2. Effect of restricted feeding on Hu sheep body weight and testes (n = 10) Control
Items
Mean
SEM
ER1
Mean
SEM
ER2
Mean
ER3
SEM
Mean
P-Value
0.60
<0.01
slaughter weight/kg
31.60a
0.67
25.83b
0.38
25.59b
0.42
Testicular weight/g
250.83a
23.61
181.43b
9.91
145.83bc
2.34
97.77c
21.80
<0.01
Testes ratio /%
0.792a
0.067
0.704a
0.047
0.571b
0.016
0.436b
0.095
0.025
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22.29c
SEM
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Control, maintenance energy; ER1, 85% maintenance energy; ER2, 70% maintenance energy;
a,b,c
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Mean values with different superscript letters within a row are significantly different (P <
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Table. 3. Effect of energy restricted feeding on reproduction hormone in Hu sheep blood (n=10) ER1
Mean
SEM
SEM
Mean
LH (mIU/mL)
45.09
5.04
46.89
3.83
43.49
FSH (mIU/mL)
78.64
3.95
75.95
5.61
76.94
Testosterone (nmol/L)
15.61a
0.51
15.85a
0.50
16.24a
SEM
Mean
SEM
42.13
5.29
0.383
3.95
72.5
6.12
0.547
1.46
12.14b
0.56
0.020
Control, maintenance energy; ER1, 85% maintenance energy; ER2, 70% maintenance energy; ER3, 55% maintenance energy; FSH, follicle stimulating hormone; LH, luteinizing hormone.
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Mean values with different superscript letters within a row are significantly different (P < 0.05)
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P-Value
2.59
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Items
ER3
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ER2
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Control
ACCEPTED MANUSCRIPT
Table. 4. Effect of energy compensation on Hu sheep body weight and testes (n = 10)
Items
Mean
SEM
ER1-C
Mean
SEM
ER2-C
Mean
ER3-C
RI PT
Control-C
SEM
Mean
SEM
P-Value
44.28
0.65
44.01
0.96
43.20
1.72
42.00
1.22
0.557
Testicular weight/g
265.15
27.39
287.45
14.98
330.20
27.85
346.13
27.85
0.184
Testes ratio /%
0.60
0.065
0.65
0.044
0.76
0.066
0.83
0.102
0.157
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slaughter weight/kg
Control-C, 100% energy requirements prior to the compensation period; ER1-C, the 85% energy group with energy compensation; ER2-C, the 70% energy group with energy compensation;
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ER3-C, the 55% energy group with energy compensation.
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Table. 5. Effect of energy compensation on reproduction hormone in Hu sheep blood (n =10) ER1-C
Mean
SEM
SEM
Mean
LH (mIU/mL)
43.50
3.31
45.62
4.22
42.72
FSH (mIU/mL)
76.91
8.52
76.16
6.45
78.69
Testosterone (nmol/L)
18.42
1.46
18.55
0.62
17.47
SEM
Mean
SEM
42.05
3.60
0.934
5.79
74.86
8.86
0.718
0.20
16.20
1.95
0.329
Control-C, 100% energy requirements prior to the compensation period; ER1-C, the 85% energy group with energy compensation; ER2-C, the 70% energy group with energy compensation; ER3-C, the 55% energy group with energy compensation; FSH, follicle stimulating hormone; LH,
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luteinizing hormone.
P-Value
5.16
SC
Items
ER3-C
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ER2-C
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Control-C
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Table. 6. The DEGs related to Hu sheep testes development through KEGG classification.
KEGG pathway
CYP11A1
Ovarian steroidogenesis
KEGG ID
RI PT
Reproductive related gene
oas04913
Steroid hormone biosynthesis
oas00140
Drug metabolism - cytochrome P450
oas00982
DUSP5
Mitogen-activated protein kinase signaling
oas04010
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ALDH3B1
pathway
PI3K-Akt signaling pathway
oas04151
Adherens junction
oas04520
Ovarian steroidogenesis
oas04913
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INSR
AMPK signaling pathway
oas04152
Wnt signaling pathway
oas04310
Estrogen signaling pathway
oas04915
Oxytocin signaling pathway
oas04921
FDFT1
Steroid biosynthesis
oas00100
GUCY1A3
Oxytocin signaling pathway
oas04921
ATP1A2
Cyclic adenosine monophosphate
oas04024
WNT2
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KCNJ6(GIRK2)
signaling pathway PGR (NR3C3)
Progesterone-mediated oocyte maturation
oas04914
DEGs, differentially expressed genes; KEGG, kyoto encyclopedia of genes and genomes;
ACCEPTED MANUSCRIPT CYP11A1, cytochrome P450 family 11 subfamily A member 1; ALDH3B1, aldehyde dehydrogenase 3 family member B1; DUSP5, dual specificity phosphatase 5; INSR, insulin receptor ; Wnt2, Wnt family member 2; KCNJ6(GIRK2), potassium voltage-gated channel
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subfamily J member 6; FDFT1, farnesyl-diphosphate farnesyltransferase 1; GUCY1A3, guanylate cyclase 1 soluble subunit alpha; ATP1A2, ATPase Na+/K+ transporting subunit alpha 2;
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PGR(NR3C3), progesterone receptor.
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Highlights 1. Dietary energy levels affect sheep testicular weight and reproductive hormone levels.
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2. Dietary energy restriction affect sheep testicular transcriptional levels.
3. 81 up-regulated and 180-downregulated genes were identified in ER group compared
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to the control.
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Transcriptome profiling of Hu sheep testicular development associated with dietary energy restriction and during subsequent compensatory feeding
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Y.X. Fan, Z. Wang, T.W. Ma, K.P. Deng, X. Feng, F.Z. Li, F. Wang, and Y.L. Zhang*
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Supplementary Figure S1 The number of reads mapped to the chromosome of Hu sheep fed on diets containing 55% (ER3) and 100% (Control) of energy requirements. The figure a-f represent control group (A13, A15, A16), ER3 (D9, D10, D11) group, respectively. The abscissa is the length of the chromosome information (in units of Mb), the ordinate is the number of reads mapped to the chromosome (in units of K).
ACCEPTED MANUSCRIPT Supplementary Figure S2. Pearson correlation between the testicles samples of Hu sheep fed on diets containing 55% (ER3) and 100% (control) of energy requirements. High-quality samples should have values higher than 0.800: the higher the value, the stronger is the correlation. The Control group include three replicas: A13, A15, A16 and ER3 group include three duplications: D9, D10, D11.
Gene
NCBI Reference Sequence
INSR
XM_012177948.2
CYP11A1
NM_001093789.1
ALDH3B1
XM_012117488.2 GAAI01002542.1
FDFT1
XM_012129046.2
Wnt2
NM_001195319.1
PGR
XM_012169085.2
GAPDH
NM_001190390.1
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Supplementary Table S1 Details of primer sequences, expected product sizes and GenBank accession numbers of genes used for qRT– PCR. Primer sequence (5’-3’)
Product size (bp)
F-GTACCCTGGAGAAGTGTGCC R-CCCGGAAGAGCAGCAAGTAA F-CCATACCAGTGTCCCTCTGC R-TGGCCTTGACATCCTCCAAG F-TCCGAGATCAGCAAGAGCAC R-GCCCGCCCAGCACCA F-GTGCTATTCCACAGATTTATCACAG R-TAGATGGGCGAGTAGTGGCT F-TGACTTCAGGAAAACGGGCA R-CTTCCGGGTAATGTGGGAGG F-AACTACCTGAGGCCCGATTC R-TCCGAAAACCTCCAAGAACCA F-GTCAAGGCAGAGAACGGGAA R-GGTTCACGCCCATCACAAAC
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INSR, Insulin receptor ; CYP11A, cytochrome P450 family 11 subfamily A member 1; ALDH3B1, aldehyde dehydrogenase 3 family member B1; FDFT1, farnesyl-diphosphate farnesyltransferase 1; Wnt2, Wnt family member 2; PGR, progesterone receptor; GAPDH, glyceraldehyde 3-phosphate dehydrogenase
Group
Raw reads1
A13
54425742
Clean Reads2 52670316
A15
66943166
64746080
9.71G
0.01
97.52
94.12
49.94
A16
60417460
58355060
8.75G
0.01
97.45
93.99
50.19
D9
51866144
50163418
7.52G
0.01
97.46
93.98
49.85
D10
54903088
53090676
7.96 G
0.01
97.50
94.09
49.11
D11
50504544
48855200
7.33 G
0.01
97.51
94.12
49.57
Sample
Control
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Supplementary Table S2 Sequencing data quality assessment of Hu sheep fed on diets containing 55% (ER3) and 100% (Control) of energy requirements Clean Base3 7.90G
Error rate (%)4 0.01
Q20(%)5
Q30(%)5
97.55
94.19
GC content(%)6 50.11
The Control group include three replicas: A13, A15, A16 and ER3 group include three duplications: D9, D10, D11. 1 Raw reads: Counts the original sequence data, counting the number of sequencing sequences for each file in four rows.
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Clean reads: the calculation method with Raw Reads, but the statistical data for the filtered sequencing data. Subsequent bioinformatics analysis is based on Clean reads. 3 Clean bases: The number of sequencing sequences multiplied by the length of the sequencing sequence and converted to the unit of G. 4 Error rate: The average base sequence error rate. 5 Q20, Q30: Calculate the percentage of the base that the Phred value is greater than 20, 30, respectively, of the total base. 6 GC content: The sum of the total number of bases G and C in the total number of bases. Supplementary Table S3 Reads compared with reference genome of Hu sheep fed on diets containing 55% (ER3) and 100% (Control) of energy requirements
Uniquely mapped4 Read-1 Read-2 Reads map to '+'5 Reads map to '-'5 Non-splice reads
52670316
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41436772 (78.67%) 975201 (1.85%) 40461571 (76.82%) 20837313 (39.56%) 19624258 (37.26%) 20265469 (38.48%) 20196102 (38.34%) 24415317 (46.35%) 16046254 (30.47%)
50725179 (78.34%) 1092046 (1.69%) 49633133 (76.66%) 25611871 (39.56%) 24021262 (37.1%) 24888259 (38.44%) 24744874 (38.22%) 28564390 (44.12%) 21068743 (32.54%)
45301748 (77.63%) 999695 (1.71%) 44302053 (75.92%) 22890964 (39.23%) 21411089 (36.69%) 22191581 (38.03%) 22110472 (37.89%) 25555135 (43.79%) 18746918 (32.13%)
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Splice reads6
A16
D9
D10
D11
50163418
53090676
48855200
39760251 (79.26%) 832313 (1.66%) 38927938 (77.6%) 20119900 (40.11%) 18808038 (37.49%) 19510573 (38.89%) 19417365 (38.71%) 22929110 (45.71%) 15998828 (31.89%)
41973212 (79.06%) 1012044 (1.91%) 40961168 (77.15%) 21147373 (39.83%) 19813795 (37.32%) 20507957 (38.63%) 20453211 (38.53%) 25813371 (48.62%) 15147797 (28.53%)
38349911 (78.5%) 858434 (1.76%) 37491477 (76.74%) 19351813 (39.61%) 18139664 (37.13%) 18743151 (38.36%) 18748326 (38.38%) 23057342 (47.2%) 14434135 (29.54%)
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Control
Sample name
The Control group include three replicas: A13, A15, A16 and ER3 group include three duplications: D9, D10, D11. 1 Total reads: The number of sorted data after the sequencing of the data. 2 Total mapped: the number of sequencing sequences that can be positioned on the genome; 3 Multiple mapped: The number of sequencing sequences with multiple alignment positions on the reference sequence; 4 Uniquely mapped: The number of sequencing sequences with unique alignment positions on the reference sequence. 5 Reads map to '+', Reads map to '-': The sequencing sequence compares to the positive and negative chains of the genome. 6 Splice reads: The statistics of the sequencing sequence (also known as Junction reads) on the two exons are compared in total mapped, and the non-splice reads are the statistics of the
ACCEPTED MANUSCRIPT entire sequence of the sequences to the exon. The percentage of Splice reads depends on the length of the sequencing clip.
Supplementary Table S4 Number of genes with different expression levels of Hu sheep fed on diets containing 55% (ER3) and 100% (Control) of energy requirements
3-15 16-60 >60
A13
A15
A16
D9
10177 (34.73%) 4535 (15.47%) 6676 (22.78%) 5390 (18.39%) 2529 (8.63%)
10803 (36.86%) 5057 (17.26%) 6721 (22.93%) 4206 (14.35%) 2520 (8.60%)
10079 (34.39%) 5132 (17.51%) 6996 (23.87%) 4563 (15.57%) 2537 (8.66%)
10084 (34.41%) 5135 (17.52%) 7032 (23.99%) 4530 (15.46%) 2526 (8.62%)
D10
D11
9918 (33.84%) 4770 (16.28%) 6717 (22.92%) 5400 (18.43%) 2502 (8.54%)
10200 (34.80%) 4765 (16.26%) 6364 (21.71%) 5419 (18.49%) 2559 (8.73%)
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FPKM Interval
name SNP InDel
A13 435160 38188
Control A15 457986 39183
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The Control group include three replicas: A13, A15, A16 and ER3 group include three replicas: D9, D10, D11. The number of genes in different expression levels was calculated by counting the number of genes at different expression levels and the level of expression of individual genes. Supplementary Table S5 Number of SNP and InDel of Hu sheep fed on diets containing 55% (ER3) and 100% (Control) of energy requirements A16 447849 38482
Average 446998 38618
D10 478411 41982
ER3 D11 452898 39622
D9 432531 37326
Average 454613 39643
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The Control group include three replicas: A13, A15, A16 and ER3 group include three replicas: D9, D10, D11; SNP, Single Nucleotide Polymorphisms; InDel, Insert and Deletion.