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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">871737</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2022.871737</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Alterations of RNA Modification in Mouse Germ Cell-2 Spermatids Under Hypoxic Stress</article-title>
<alt-title alt-title-type="left-running-head">He et al.</alt-title>
<alt-title alt-title-type="right-running-head">Hypoxia-Induced Alterations of RNA Modification</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Tong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Huanping</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1449190/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1643814/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shen</surname>
<given-names>Xipeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1477609/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Xiao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Xuelin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Yinying</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Yunfang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tan</surname>
<given-names>Dongmei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1664958/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Laboratory Animal Center</institution>, <institution>Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Medical Center of Hematology</institution>, <institution>Xinqiao Hospital</institution>, <institution>Army Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Clinical and Translational Research Center of Shanghai First Maternity and Infant Hospital</institution>, <institution>Shanghai Key Laboratory of Signaling and Disease Research</institution>, <institution>School of Life Sciences and Technology</institution>, <institution>Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/997687/overview">Athar Ansari</ext-link>, Wayne State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/392512/overview">Rajakumar Anbazhagan</ext-link>, Eunice Kennedy Shriver National Institute of Child Health and Human Development (NIH), United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/137976/overview">Xiang Xiao</ext-link>, Hangzhou Medical College, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yunfang Zhang, <email>zhangyunfang@tongji.edu.cn&#x200a;</email>; Dongmei Tan, <email>dongmeitan@cqmu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to RNA Networks and Biology, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>871737</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 He, Guo, Xia, Shen, Huang, Wu, Jiang, Xu, Tan, Zhang and Tan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>He, Guo, Xia, Shen, Huang, Wu, Jiang, Xu, Tan, Zhang and Tan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Hypoxia is a known stress factor in mammals and has been shown to potentially impair male fertility, which manifests as spermatogenic dysfunction and decreased semen quality. Studies have shown that RNA modifications, the novel post-transcriptional regulators, are involved in spermatogenesis, and hypoxia-induced alterations in RNA modification in testes and sperm cells may be associated with impaired spermatogenesis in mice. However, the molecular mechanisms via which RNA modifications influence spermatogenesis under hypoxic stress conditions are unclear. In this study, we generated a mouse Germ Cell-2 spermatid (GC-2spd) hypoxia model by culturing cells in a 1% O<sub>2</sub> incubator for 48&#xa0;h or treating them with CoCl<sub>2</sub> for 24&#xa0;h. The hypoxia treatment significantly inhibited proliferation and induced apoptosis in GC-2spd cells. The RNA modification signatures of total RNAs (2 types) and differentially sized RNA fragments (7 types of approximately 80&#xa0;nt-sized tRNAs; 9 types of 17&#x2013;50&#xa0;nt-sized sncRNAs) were altered, and tRNA stability was partially affected. Moreover, the expression profiles of sncRNAs, such as microRNAs, tsRNAs, rsRNAs, and ysRNAs, were significantly regulated, and this might be related to the alterations in RNA modification and subsequent transcriptomic changes. We comprehensively analyzed alterations in RNA modification signatures in total RNAs, tRNAs (approximately 80&#xa0;nt), and small RNAs (17&#x2013;50&#xa0;nt) as well as the expression profiles of sncRNAs and transcriptomes in hypoxia-treated GC-2spd cells; our data suggested that RNA modifications may be involved in cellular responses under hypoxic stress conditions and could provide a basis for a better understanding of the molecular mechanisms underlying male infertility.</p>
</abstract>
<kwd-group>
<kwd>RNA modification</kwd>
<kwd>hypoxic stress</kwd>
<kwd>GC-2spd cells</kwd>
<kwd>spermatogenesis</kwd>
<kwd>high-throughput sequencing</kwd>
<kwd>mass spectrometry</kwd>
</kwd-group>
<contract-num rid="cn001">2019YFA0802600</contract-num>
<contract-num rid="cn002">82022029 81971460</contract-num>
<contract-num rid="cn003">cstc2019jcyjjqX0010 cstc2020jcyj-bshX0064</contract-num>
<contract-num rid="cn004">18JS008 2018XLC2018</contract-num>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Natural Science Foundation Project of Chongqing, Chongqing Science and Technology Commission<named-content content-type="fundref-id">10.13039/501100012669</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Army Medical University<named-content content-type="fundref-id">10.13039/501100012397</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Hypoxia is a stress factor that elicits widespread physiological responses; however, these responses may induce maladaptive consequences. Hypoxic stress has been reported to be responsible for altered male reproductive function (<xref ref-type="bibr" rid="B16">Jankovic and Stefanovic 2014</xref>). The findings of previous studies have suggested that in humans, hypoxic stress induces spermatogenic dysfunction (<xref ref-type="bibr" rid="B29">Okumura et al., 2003</xref>; <xref ref-type="bibr" rid="B47">Verratti et al., 2008</xref>), germ cell apoptosis (<xref ref-type="bibr" rid="B33">Reyes et al., 2012</xref>), and a decrease in semen quality (<xref ref-type="bibr" rid="B13">He et al., 2015</xref>) and sperm motility (<xref ref-type="bibr" rid="B48">Verratti et al., 2016</xref>). Moreover, hypoxia has been shown to significantly affect spermatogenesis in toads (<xref ref-type="bibr" rid="B2">Biswas et al., 1985</xref>), mice (<xref ref-type="bibr" rid="B52">Yin et al., 2018</xref>), and rats (<xref ref-type="bibr" rid="B10">Gosney 1984</xref>; <xref ref-type="bibr" rid="B21">Liao et al., 2010</xref>; <xref ref-type="bibr" rid="B1">Bai et al., 2018</xref>). Spermatogenesis is a dynamic and highly coordinated process based on the regulation of germ-cell proliferation, differentiation, and death in the testes (<xref ref-type="bibr" rid="B41">Singh and Jaiswal 2011</xref>). In a male infertility model subjected to hypobaric hypoxia treatment, hypoxia was found to induce spermatogenic cell (GC-2spd cells) apoptosis (<xref ref-type="bibr" rid="B21">Liao et al., 2010</xref>; <xref ref-type="bibr" rid="B52">Yin et al., 2018</xref>). Most studies on the molecular mechanisms underlying spermatogenetic defects have been focused at the DNA level. Recently, increased research attention has been directed toward the association between RNA molecules and fertility (<xref ref-type="bibr" rid="B37">Schuster et al., 2016</xref>), especially non-coding RNAs, such as long non-coding RNAs (lncRNAs) and short non-coding RNAs (sncRNAs), which have important regulatory functions in spermatogenesis. Previous studies have demonstrated that hypoxia promotes GC-2spd cell apoptosis via the miR-210-induced apoptotic signaling pathway (<xref ref-type="bibr" rid="B24">Lv et al., 2019</xref>). However, the RNA molecules involved in male reproductive injury under hypoxic stress conditions have not been clearly identified yet.</p>
<p>RNA modifications, which are newly discovered epitranscriptomic processes, play a crucial role in RNA structure formation, mRNA metabolism, mRNA translation, tRNA stability, and rRNA constitution during gene expression and tissue development (<xref ref-type="bibr" rid="B34">Roundtree et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Sloan et al., 2017</xref>; <xref ref-type="bibr" rid="B7">Frye et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Boo and Kim 2020</xref>). RNA modification has been reported to be significantly associated with fertility (<xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B55">Zhang J. et al., 2018</xref>). Among over 170 modified RNA nucleotide variants, RNA N6-methyladenine (m<sup>6</sup>A) was found to be dynamically regulated at different developmental stages of spermatogenesis in humans (<xref ref-type="bibr" rid="B51">Yang et al., 2016</xref>). Dynamic regulation of RNA modifications <italic>in vivo</italic> mainly depends on the activity of RNA methyltransferase/demethylase. The inactivation of the m<sup>6</sup>A methyltransferases, methyltransferase-like 3 (mettl3) and methyltransferase-like 14 (mettl14) may lead to spermatogonial stem cell depletion, inducing impairment in spermatogenesis (<xref ref-type="bibr" rid="B22">Lin et al., 2016</xref>; <xref ref-type="bibr" rid="B23">Lin et al., 2017</xref>). In addition, mutations in m<sup>6</sup>A demethylase alkB homolog 5 (ALKBH5) result in dysregulated spermatogenesis, low sperm count, poor sperm quality, impaired fertility (<xref ref-type="bibr" rid="B59">Zheng et al., 2013</xref>), and decreased testis size (<xref ref-type="bibr" rid="B44">Tang et al., 2018</xref>) in mice. Further investigation is required to determine whether other types of RNA modifications are associated with spermatogenesis. Moreover, as of now, the involvement of RNA modifications, including m<sup>6</sup>A, in spermatogenesis under hypoxic stress conditions is unknown. In this study, using our previously established high-throughput RNA modification detection platform and RNA-seq, we detected alterations in RNA modification profiles, tRNA stability, small non-coding RNA expression levels, and the transcriptome in GC-2spd cells exposed to hypoxic conditions, to investigate the molecular mechanisms via which RNA modifications influence spermatogenesis under hypoxic stress conditions. The results of the present study could enhance our understanding of the pathophysiology of male infertility.</p>
</sec>
<sec id="s2">
<title>2 Materials and Methods</title>
<sec id="s2-1">
<title>2.1 Cell Culture</title>
<p>Germ cell-2 spermatids (GC-2spd) were purchased from the Conservation Genetics CAS Cell Bank (Shanghai, China) and cultured in DMEM (HyClone, Fisher Scientific International Inc., Logan, UT, United States) supplemented with 10% fetal bovine serum (Gibco, Thermo Fisher Scientific, Inc., Waltham, MA, United States) and 1% antibiotics (100&#xa0;U/ml penicillin and 100&#xa0;U/ml streptomycin, Invitrogen; Thermo Fisher, Waltham, MA, United States). GC-2spd cells were seeded into six-well plates at a concentration of 1 &#xd7; 10<sup>5</sup> cells/well (NEST, Wuxi, China) and incubated in an incubator containing 21% O<sub>2</sub> and 5% CO<sub>2</sub> (Thermo Fisher Scientific Inc., Waltham, MA, United States). The CoCl<sub>2</sub>-induced hypoxia cell model is commonly used in research to evaluate the effects of hypoxia on cell proliferation and apoptosis as well as other deleterious effects of hypoxia (<xref ref-type="bibr" rid="B54">Yu et al., 2018</xref>; <xref ref-type="bibr" rid="B57">Zhang and Chen 2018</xref>; <xref ref-type="bibr" rid="B56">Zhang et al., 2019</xref>). Here, after 24&#xa0;h of culturing, cells to be subjected to hypoxia treatment were either cultivated in a medium supplemented with 150&#xa0;&#x3bc;M CoCl<sub>2</sub> (Sigma-Aldrich; Merck KGaA, Darmstadt, Germany) or transferred to a hypoxia workstation (Thermo Fisher Scientific Inc., Waltham, MA, United States) containing 1% O<sub>2</sub>, 5% CO<sub>2</sub>, and 94% N<sub>2</sub> at 37&#xb0;C. Experiments were routinely performed in triplicate (<italic>n</italic> &#x3d; 3).</p>
</sec>
<sec id="s2-2">
<title>2.2 Proliferation Assay</title>
<p>GC-2spd cells were prepared as described previously under normoxic, hypoxic, and CoCl<sub>2</sub> conditions. After 12, 24, 48, and 72&#xa0;h of culturing, each set of cells was digested with trypsin and washed twice with phosphate-buffered saline (PBS, HyClone, Fisher Scientific International Inc., Logan, UT, United States) at room temperature. Cell counting was performed using an improved Neubauer hemocytometer (Qiujing Industrial Co., Ltd., Shanghai, China).</p>
</sec>
<sec id="s2-3">
<title>2.3 Apoptosis Assay</title>
<p>GC-2spd cells subjected to hypoxic treatment for 48&#xa0;h or treated with CoCl<sub>2</sub> for 24&#xa0;h were stained using the PE Annexin V Apoptosis Detection Kit (BD Pharmingen; BD Biosciences, San Jose, CA, United States) according to the manufacturer&#x2019;s protocol and analyzed using a flow cytometer and Kaluza software (Gallios; Beckman Coulter, Inc. Boulevard Brea, CA, United States).</p>
</sec>
<sec id="s2-4">
<title>2.4 Western Blotting</title>
<p>GC-2spd cells subjected to hypoxic treatment for 48&#xa0;h or treated with CoCl<sub>2</sub> for 24&#xa0;h were washed twice with ice-cold PBS and then lysed in ice-cold radio immunoprecipitation assay lysis buffer (RIPA; Beyotime, Shanghai, China) supplemented with 1&#xa0;mM phenylmethylsulfonyl fluoride (PMSF; Beyotime, Shanghai, China) for 0.5&#xa0;h to extract total cellular proteins. Protein concentrations were determined using an enhanced BCA protein assay kit (Beyotime, Shanghai, China). A volume of 20 micrograms of protein was separated by 10% SDS-PAGE (Beyotime, Shanghai, China) and transferred onto nitrocellulose membranes (Millipore, Merck KGaA, Darmstadt, Germany). Next, the membranes were blocked with 5% non-fat dry milk in TBS containing 0.1% Tween (TBST) for 1&#xa0;h at room temperature and then incubated overnight at 4&#xb0;C with rabbit anti-HIF-1&#x3b1; antibodies (1:200; no. ab1; Abcam, Cambridge, United Kingdom) or mouse anti-&#x3b2;-actin antibodies (1:5,000; no. AF0003; Beyotime, Shanghai, China). Then, the membranes were washed with TBST and incubated with horseradish peroxidase-labeled goat anti-rabbit IgG (1:10,000, no. A0208, Beyotime, Shanghai, China) and horseradish peroxidase-labeled goat anti-mouse IgG (1:10,000, no. A0216; Beyotime) for 1&#xa0;h at room temperature. The blots were visualized using an ultrasensitive enhanced chemiluminescence device (ECL, Thermo Fisher Scientific, Waltham, MA, United States). Band intensities were quantified using FluorChemHD2 software (ProteinSimple, San Jose, CA, United States).</p>
</sec>
<sec id="s2-5">
<title>2.5 Isolation of Total RNA and Specified Size RNA</title>
<p>Total RNA was extracted using TRIzol reagent (No. 15596026; Invitrogen; Thermo Fisher, Waltham, MA, United States) according to the manufacturer&#x2019;s protocol. TRIzol (1&#xa0;ml) was added to a microtube containing GC-2spd cells and vortexed vigorously. Then, the samples were incubated at room temperature for 5&#xa0;min. Next, 200&#xa0;&#x3bc;L of chloroform was added to the samples, vortexed for 15&#xa0;s, incubated for 10&#xa0;min at 20&#x2013;22&#xb0;C, and then centrifuged at 12,000 &#xd7; g for 15&#xa0;min at 4&#xb0;C. The aqueous phase was collected in a microtube and mixed with an equal volume of isopropanol. After gentle mixing and incubation at &#x2212;80&#xb0;C for 30&#xa0;min, the mixture was centrifuged at 12,000 &#xd7; g for 15&#xa0;min at 4&#xb0;C. The final RNA pellets were resuspended in RNase-free water for the determination of RNA concentrations using a UV spectrometer.</p>
<p>Total RNA (3&#xa0;&#x3bc;g) was separated by 7&#xa0;M urea-denatured 15% PAGE and stained with the SYBR Gold solution (Invitrogen; Thermo Fisher, Waltham, MA, United States). Small RNAs with sizes of 17&#x2013;50&#xa0;nt and 80&#xa0;nt were excised from the gel and extracted as previously described (<xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>) for the quantification of RNA modification and for RNA-seq analysis.</p>
</sec>
<sec id="s2-6">
<title>2.6 Detection of Modified Nucleosides in RNA Molecules by LC-MS/MS</title>
<p>Purified RNA (50&#x2013;100&#xa0;ng) was transferred to a microtube and incubated with 5&#xa0;U/ul alkaline phosphatase (no. P5521, Sigma Chemica; Merck KGaA, Darmstadt, Germany), 0.01&#xa0;U/ul phosphodiesterase I (no. P3134; Sigma; Merck KGaA, Darmstadt, Germany), and 5&#xa0;U/ul benzonase (No. E8263; Sigma; Merck KGaA, Darmstadt, Germany) at 37&#xb0;C for 3&#xa0;h. Then, 3&#xa0;K devices with an omega membrane (Pall Corporation, New York, NY, United States) were used to remove the enzymes from the mixture by centrifugation. Mass spectrometric analysis was performed using a Xevo-TQ-S mass spectrometer connected to an Acquity-UPLC I-class system (Waters Corporation, Milford, MA, United States) equipped with an electrospray ionization source. Except for pseudouridine which was analyzed in the negative ion mode, for the analysis of the other molecules, the MS system was operated in the positive ion mode using a multiple reaction monitoring (MRM) scan model. LC-MS/MS data were processed using MassLynx software (version 4.1). The percentage of each modified ribonucleoside was normalized to the total amount of quantified ribonucleosides with the same nucleobase. For example, the percentage of m<sup>6</sup>A was calculated as the molar concentration of m<sup>6</sup>A/the molar concentrations of m<sup>6</sup>A&#x2b; Am &#x2b; A&#x2b; m<sup>1</sup>A&#x2b; I &#x2b; Im &#x2b; m<sup>1</sup>I.</p>
</sec>
<sec id="s2-7">
<title>2.7 Analysis of tRNA Stability</title>
<p>Purified tRNA molecules (80&#xa0;nt RNA fragments) were incubated at 37&#xb0;C for 15&#xa0;min in RPMI 1640-base systems: 15&#xa0;ng of RNA in 9&#xa0;&#x3bc;L of RPMI 1640 (HyClone, Fisher Scientific International Inc., Logan, UT, United States), 9&#xa0;&#x3bc;L of RPMI 1640 containing 0.8% serum (FBS, Clark Bioscience, Virginia, United States), or 9&#xa0;&#x3bc;L of RPMI 1640 containing 0.0003&#xa0;&#x3bc;L of RNase A/T1 (2&#xa0;mg/ml of RNase A and 5,000 U/ml of RNase T1). After incubation, the samples were immediately placed on ice, and RNA loading dye (2&#xd7;, New England Biolabs Inc., Ipswich, United Kingdom) was added to them. A volume of four microliters of the samples was run on a 15% native PAGE gel at 4&#xb0;C. The gels were stained with SYBR Gold before imaging.</p>
</sec>
<sec id="s2-8">
<title>2.8 Northern Blotting</title>
<p>Northern blotting was performed as previously described (<xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B55">Zhang J. et al., 2018</xref>). In brief, RNA extracted from GC-2spd cells was separated by 15% urea-PAGE, transferred onto nylon membranes (Roche, Basel, Switzerland), and cross-linked by UV at an energy level of 0.12&#xa0;J. Then, the membranes were pre-hybridized with DIG pre-hybridization reagent (DIG Easy Hyb Granules, Roche, Basel, Switzerland) for at least 1&#xa0;h at 42&#xb0;C. For tRNA-Gly, tRNA-Ala, and 5.8S-rRNA detection, the membranes were incubated overnight at 42&#xb0;C with 20&#xa0;&#xb5;M DIG-labeled oligonucleotide probes synthesized by Takara (Takara Bio Inc., Dalian, China), listed as follows:<list list-type="simple">
<list-item>
<p>tRNA-Gly: 5&#x2032;-AAT&#x200b;TCT&#x200b;ACC&#x200b;ACT&#x200b;GAA&#x200b;CCA&#x200b;CCC&#x200b;ATG&#x200b;C-3&#x2019;;</p>
</list-item>
<list-item>
<p>tRNA-Ala: 5&#x2032;-CGC&#x200b;TCT&#x200b;ACC&#x200b;ACT&#x200b;GAG&#x200b;CTA&#x200b;CAC&#x200b;CCC&#x200b;C-3&#x2019;;</p>
</list-item>
<list-item>
<p>5.8S- rRNA: 5&#x2032;-TTC&#x200b;TTC&#x200b;ATC&#x200b;GAC&#x200b;GCA&#x200b;CGA&#x200b;GC-3&#x2019;.</p>
</list-item>
</list>
</p>
<p>The membranes were sequentially washed with low-stringent buffer (2 &#xd7; SSC with 0.1% (w/v) SDS), high-stringent buffer (0.1&#xd7;SSC with 0.1% (w/v) SDS), and washing buffer (1&#xd7;SSC) at 42&#xb0;C. After washing, the membranes were incubated in 1 &#xd7; blocking buffer (Roche, Basel, Switzerland) at room temperature for 3&#xa0;h, and then anti-DIG antibodies (Anti-Digoxigenin-APFab fragments, Roche, Basel, Switzerland) were added to the blocking buffer at a ratio of 1:10,000 and incubated for an additional 1&#xa0;h. The membranes were washed four times with DIG washing buffer (1&#xd7; maleic acid buffer and 0.3% Tween-20) for 15&#xa0;min each time, rinsed with DIG detection buffer (0.1&#xa0;M Tris&#x2013;HCl and 0.1M NaCl, PH:9.5) for 5&#xa0;min, and then incubated with the CSPD reagent (Roche, Basel, Switzerland) in the dark for 20&#xa0;min at 37&#xb0;C before being imaged using a ChemiDoc imaging system (Bio-Rad, Hercules, CA, United States).</p>
</sec>
<sec id="s2-9">
<title>2.9 Small RNA Sequencing and Data Analysis</title>
<p>For each RNA library, more than 10 million reads (raw data) were generated using an Illumina HiSeq 2000 device (Bgi Technology Co., Ltd., Shenzhen, China). Small RNA library construction, library quality validation, and RNA sequencing were performed by Personalbio small RNA service (Shanghai, China), as described in our previous article (<xref ref-type="bibr" rid="B58">Zhang Y. et al., 2018</xref>). Clean reads were obtained and analyzed using SPOTS1.1 (small non-coding RNA annotation pipeline optimized for rRNA- and tRNA-derived small RNAs: <ext-link ext-link-type="uri" xlink:href="https://github.com/junchaoshi/sports1.1">https://github.com/junchaoshi/sports1.1</ext-link>) (<xref ref-type="bibr" rid="B39">Shi et al., 2018</xref>). Expression levels were normalized to reads per million (RPM).</p>
</sec>
<sec id="s2-10">
<title>2.10 Transcriptomic Data Processing and Analysis</title>
<p>Transcriptome sequencing was performed by Personalbio (Shanghai, China). In total RNA, mRNA with a poly-A structure was enriched using oligo (DT) magnetic beads. Then, the mRNA was randomly interrupted, connectors were added to it, and cDNA fragments were synthesized by reverse transcription, using RNA as a template for library construction. Finally, PCR amplification was performed to enrich library fragments. After RNA extraction, purification, and library construction, the samples were subjected to double pair-end (PE) sequencing using the Illumina NovaSeq sequencing platform.</p>
<p>The raw sequencing data were filtered using Cutadapt (<xref ref-type="bibr" rid="B49">von Hoyningen-Huene et al., 2019</xref>); then, high-quality sequence fragments were spliced using HISAT2 (<xref ref-type="bibr" rid="B9">Gangaraj and Rajesh 2020</xref>) and quantified using StringTie (<xref ref-type="bibr" rid="B31">Pertea et al., 2015</xref>). Differentially expressed genes were screened using the edgeR function in the R package (<xref ref-type="bibr" rid="B50">Yang et al., 2019</xref>); GO enrichment analysis was performed using the clusterProfiler function in the R package (<xref ref-type="bibr" rid="B53">Yu et al., 2012</xref>); GSEA enrichment analysis was performed using GSEA software (<xref ref-type="bibr" rid="B43">Subramanian et al., 2005</xref>). Gene sets were considered statistically enriched if the normalized <italic>p</italic>-value was less than 0.05.</p>
</sec>
<sec id="s2-11">
<title>2.11 Statistical Analysis</title>
<p>Data are presented as mean &#xb1; SEM, and each experiment was repeated at least three times. Statistical analyses were performed using GraphPad Prism 8 (GraphPad Software, San Diego, CA, United States). Data on proliferation, apoptosis, and RNA modifications in GC-2spd cells were analyzed by ordinary one-way ANOVA multiple comparisons or two-way ANOVA multiple comparisons; multiple comparisons were performed using Sidak&#x2019;s or Dunnett&#x2019;s test. Differences were considered statistically significant at <italic>p</italic> &#x3c; 0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Cellular Responses and Alterations in RNA Modification Signatures in GC-2spd Cells Under Hypoxic Stress Conditions</title>
<p>In our hypoxic GC-2spd cell model (<xref ref-type="fig" rid="F1">Figure 1A</xref>), as compared to the normoxic group, there was a significant increase in HIF-1&#x3b1; expression levels in both the hypoxia and CoCl<sub>2</sub> treatment groups (<xref ref-type="fig" rid="F1">Figure 1B</xref>), indicating that the cells were in a hypoxic state. There was a decrease in the number of cells counted at 12, 24, 48, and 72&#xa0;h following seeding (<xref ref-type="fig" rid="F1">Figure 1C</xref>). At 72&#xa0;h, the number of cells in the hypoxia and CoCl<sub>2</sub> treatment groups was less than half of that in the normoxic group (<xref ref-type="fig" rid="F1">Figure 1D</xref>). The percentages of apoptotic and non-apoptotic dead cells in the normoxic, hypoxia-treated, and CoCl<sub>2</sub>-treated groups were 5.96, 12.02, and 6.63, and 4.61, 9.15, and 30.63%, respectively. The high cell death rate in the CoCl<sub>2</sub>-treated group indicated the potential chemical toxicity of CoCl<sub>2</sub> in GC-2spd cells (<xref ref-type="fig" rid="F1">Figures 1E,F</xref>). To determine whether RNA modification was involved in cellular responses to hypoxic exposure, the total RNA modification profiles of GC-2spd cells were determined using our previously developed high-throughput LC-MS/MS-based RNA modification detection platform (<xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B55">Zhang J. et al., 2018</xref>) (<xref ref-type="fig" rid="F1">Figure 1G</xref>). In total, 19 types of RNA modifications were detected and quantified, of which the levels of two (Im and m<sup>2</sup>
<sub>2</sub>
<sup>7</sup>G) were significantly increased in GC-2spd cells (<xref ref-type="fig" rid="F1">Figures 1H,I</xref>); the levels of the majority of RNA modifications were unchanged (<xref ref-type="fig" rid="F1">Figures 1J-Z</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Cellular response and alterations in RNA modification signatures in GC-2spd cells subjected to hypoxic stress. <bold>(A)</bold> Schematic illustration of GC-2spd cell hypoxia treatment either by hypoxic culture (Oxygen Conc. 1%) for 48&#xa0;h or normoxic culture in the presence of 150&#xa0;&#x3bc;M CoCl<sub>2</sub> for 24&#xa0;h. <bold>(B)</bold> Western blot analysis of HIF-1&#x3b1; protein expression in GC-2spd cells exposed to hypoxia or CoCl<sub>2</sub>. <bold>(C)</bold> GC-2spd cell proliferation at 0, 12, 24, 48, and 72&#xa0;h under normoxic, hypoxic, and CoCl<sub>2</sub> treatment conditions. <bold>(D)</bold> GC-2spd cell growth rate at 72&#xa0;h. <bold>(E)</bold> Flow cytometric analysis of apoptosis in GC-2spd cells subjected to hypoxia or CoCl<sub>2</sub> treatment. <bold>(F)</bold> Statistical analysis of cell apoptosis and non-apoptotic cell death rates in GC-2spd cells. <bold>(G)</bold> Illustration of the detection of total RNA modifications in GC-2spd cells by LC-MS/MS. <bold>(H&#x2013;Z)</bold> Relative levels of representative Im, m<sup>2</sup>
<sub>2</sub>
<sup>7</sup>G, Am, m<sup>1</sup>A, m<sup>6</sup>A, m<sup>1</sup>I, Um, m<sup>5</sup>U, m<sup>5</sup>Um, &#x3c8;, Cm, m<sup>3</sup>C, m<sup>5</sup>C, ac4C, Gm, m<sup>1</sup>G, m<sup>2</sup>G, m<sup>2</sup>
<sub>2</sub>G, and m<sup>7</sup>G RNA modifications in GC-2spd cells subjected to hypoxia or CoCl<sub>2</sub> treatment. Statistical analysis was performed by one-way analysis of variance (ANOVA), two-way ANOVA multiple comparisons, and Sidak&#x2019;s or Dunnett&#x2019;s multiple comparisons test. <sup>&#x2a;</sup>
<italic>p</italic> &#x3c; 0.05, <sup>&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.01, <sup>&#x2a;&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.001, <sup>&#x2a;&#x2a;&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.0001, <sup>&#x23;&#x23;&#x23;&#x23;</sup>
<italic>p</italic> &#x3c; 0.0001 compared to NC. <italic>n</italic> &#x3d; 3. Data in C, D, F, and H-Z are presented as mean &#xb1; SEM.</p>
</caption>
<graphic xlink:href="fmolb-09-871737-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Alterations in tRNA Modification Levels and Stability in GC-2spd Cells Under Hypoxic Stress</title>
<p>To further confirm the presence of alterations in tRNA and sncRNA modification in GC-2spd cells subjected to hypoxic treatment, the RNA modification profiles of RNA fragments of different sizes were determined by LC-MS/MS. Total RNA was first extracted and isolated by denatured PAGE, and then 80&#xa0;nt-sized RNA molecules (most of them were tRNAs) and 17&#x2013;50&#xa0;nt-sized RNA molecules (sncRNA) were excised and purified for the identification of RNA modification signatures (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The levels of seven types of RNA modifications were altered in 80&#xa0;nt-sized RNA fragments, with Um, m<sup>5</sup>C, m<sup>1</sup>I, and m<sup>5</sup>U being significantly upregulated, and the levels of m<sup>3</sup>C, m<sup>1</sup>G, and m<sup>2</sup>
<sub>2</sub>G being significantly decreased following hypoxia and CoCl<sub>2</sub> treatment (<xref ref-type="fig" rid="F2">Figures 2B&#x2013;H</xref>). Aside from these seven altered RNA modifications, the levels of 10 more types of RNA modifications in 80&#xa0;nt-sized RNA molecules were unchanged (<xref ref-type="fig" rid="F2">Figures 2I-R</xref>). It has been established that RNA modifications are closely associated with the structure and stability of tRNAs; therefore, tRNA stability was further evaluated by evaluating its resilience to RNase degradation in native PAGE gels. tRNA stability in the hypoxia and CoCl<sub>2</sub> treatment groups was found to be significantly different from that in the normoxic group, as determined using RNase A/T1 and 20% FBS containing a unique combination of RNases (<xref ref-type="fig" rid="F2">Figure 2S</xref>). Furthermore, the expression levels of representative tRNA, tRNA-Gly, and tRNA-Ala molecules were found to significantly decrease under hypoxic and CoCl<sub>2</sub> treatment conditions (<xref ref-type="fig" rid="F2">Figures 2T&#x2013;V</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Cellular hypoxia treatment induced alterations in tRNA modification levels and tRNA stability in GC-2spd cells. <bold>(A)</bold> Illustration of the detection of RNA modifications in GC-2spd cells by LC-MS/MS. <bold>(B&#x2013;R)</bold> Relative levels of Um, m<sup>5</sup>C, m<sup>1</sup>I, m<sup>5</sup>U, m<sup>3</sup>C, m<sup>1</sup>G, m<sup>2</sup>
<sub>2</sub>G, Am, m<sup>1</sup>A, m<sup>6</sup>A, m<sup>5</sup>Um, &#x3c8;, Cm, Gm, m<sup>2</sup>G, m<sup>7</sup>G, and m<sup>2</sup>
<sub>2</sub>
<sup>7</sup>G in 80&#xa0;nt-sized RNA fragments (mostly tRNA) in GC-2spd cells subjected to hypoxic conditions for 48&#xa0;h or treated with 150&#xa0;&#x3bc;M CoCl<sub>2</sub> for 24&#xa0;h. <bold>(S)</bold> Alterations in tRNA stability in GC-2spd cells subjected to hypoxic stress. Using a native PAGE gel, it was shown that the resilience of tRNA to degradation by RNase in the hypoxia- and CoCl<sub>2</sub>-treated groups was significantly different from that in the normoxia group, as determined using RNase A/T1 and 0.8% FBS (fetal bovine serum containing a unique combination of RNases). Each panel is presented as a representation of three independent experiments with similar results. <bold>(T&#x2013;V)</bold> Representative tRNA expression levels were analyzed by Northern blotting. <bold>(T)</bold> Total GC-2spd cell RNAs were run on a 15% denatured PAGE gel presented as the loading control. <bold>(U,V)</bold> Expression levels of tRNA-Gly and tRNA-Ala (shown by arrow heads) in the normoxia, hypoxia, and CoCl<sub>2</sub> groups; 5.8S-rRNA was used as the self-control. Blots are presented as a representation of three independent experiments with similar results. Statistical analysis was performed by one-way ANOVA and Dunnett&#x2019;s multiple comparisons test. <sup>&#x2a;</sup>
<italic>p</italic> &#x3c; 0.05, <sup>&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.01, <sup>&#x2a;&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.001, and <sup>&#x2a;&#x2a;&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.0001, <italic>n</italic> &#x3d; 3. Data in B&#x2013;R are presented as mean &#xb1; SEM.</p>
</caption>
<graphic xlink:href="fmolb-09-871737-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Alterations in RNA Modification Levels and the Expression Levels of Small Non-Coding RNAs in GC-2spd Cells Under Hypoxic Stress Conditions</title>
<p>The RNA modification signatures of 80&#xa0;nt-sized RNA molecules (most of which were tRNAs) were previously found to be altered and this affected tRNA stability in GC-2spd cells subjected to hypoxic stress. We thought it necessary to further investigate modifications and the expression levels of small RNAs (17&#x2013;50&#xa0;nt). The levels of nine types of RNA modifications (Cm, m<sup>3</sup>C, m<sup>5</sup>C, Gm, m<sup>1</sup>G, m<sup>2</sup>G, m<sup>2</sup>
<sub>2</sub>G, m<sup>7</sup>G, and m<sup>1</sup>A) were significantly increased in treated GC-2spd cells (<xref ref-type="fig" rid="F3">Figures 3A&#x2013;I</xref>), while those of the other five types were unchanged (<xref ref-type="fig" rid="F3">Figure 3J-N</xref>). High-throughput small RNA sequencing revealed alterations in the expression levels of 138 sncRNAs in cells subjected to hypoxic treatment (<xref ref-type="fig" rid="F3">Figure 3O</xref>). More specifically, the expression levels of 18 miRNAs, including Let-7d, mir-145a, and mir-210, significantly increased, and the levels of 29 miRNAs, including mir-125b, mir-25, and mir-365, significantly decreased (<xref ref-type="fig" rid="F3">Figure 3P</xref>). The levels of 15 tsRNAs (tRNA-derived small RNAs) were upregulated and those of 30 tsRNAs were downregulated, and this may partly have been due to RNA modification-induced alterations in tRNA stability (<xref ref-type="fig" rid="F3">Figure 3Q</xref>). rRNA-derived small non-coding RNAs (rsRNAs) are newly identified small non-coding RNAs (<xref ref-type="bibr" rid="B5">Chu et al., 2017</xref>) that play important roles in paternally acquired epigenetic inheritance, sperm rapid response to metabolic alterations (<xref ref-type="bibr" rid="B26">Natt et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Natt and Ost 2020</xref>), and organ inflammation (<xref ref-type="bibr" rid="B5">Chu et al., 2017</xref>). In this study, we also identified a large number of rsRNAs from 4.5, 5, 5.8, 12, 16, 18, 28, and 45S rRNAs. The most enriched rsRNAs were derived from 18, 28, and 45S rRNAs (<xref ref-type="fig" rid="F3">Figure 3R</xref>). Under hypoxic conditions, there was an increase in the levels of most rsRNAs derived from 28, 5.8, and 5S rRNA, while the levels of those derived from 4.5S rRNA decreased, indicating that rRNA might be sensitive to hypoxic stress (<xref ref-type="fig" rid="F3">Figure 3S</xref>). Moreover, the levels of YRNA-derived small RNAs (ysRNAs) were found to increase under cellular hypoxic stress conditions, especially those of small RNAs derived from RNY-1. The locations of ysRNAs on RNY-1 were further evaluated, and most ysRNAs<sup>RNY1</sup> were found to be derived from the 3&#x2032; end of RNY1. However, the levels of ysRNAs<sup>RNY1</sup> derived from both the 5&#x2032; and 3&#x2019; ends of RNY1 increased under hypoxic conditions (<xref ref-type="fig" rid="F3">Figures 3T&#x2013;U</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Alterations in RNA modification levels and the expression levels of small non-coding RNAs in GC-2spd cells subjected to hypoxic conditions. <bold>(A&#x2013;N)</bold> Relative levels of Cm, m<sup>3</sup>C, m<sup>5</sup>C, Gm, m<sup>1</sup>G, m<sup>2</sup>G, m<sup>2</sup>
<sub>2</sub>G, m<sup>7</sup>G, m<sup>1</sup>A, Am, m<sup>6</sup>A, Um, m<sup>5</sup>U, and m<sup>2</sup>
<sub>2</sub>
<sup>7</sup>G in 17&#x2013;50&#xa0;nt-sized RNA fragments in GC-2spd cells subjected to hypoxic treatment for 48&#xa0;h or treated with 150&#xa0;&#x3bc;M CoCl<sub>2</sub> for 24&#xa0;h <bold>(O&#x2013;U)</bold> Sequencing analysis for differentially expressed small RNAs in GC-2spd cells subjected to hypoxic stress. <bold>(O)</bold> Alterations in four major small non-coding RNA (sncRNA) families in GC-2spd cells subjected to hypoxic stress: micro RNAs (miRNAs), tRNA-derived small RNAs (tsRNAs), rRNA-derived small RNAs (rsRNAs), and yRNA-derived small RNAs (ysRNAs). <bold>(P)</bold> Differentially expressed miRNAs. <bold>(Q)</bold> Differentially expressed tsRNAs. <bold>(R)</bold> Relative abundance and mapping locations of rsRNAs. <bold>(S)</bold> Differentially expressed rsRNAs. <bold>(T,U)</bold> Differentially expressed ysRNAs and their locations in GC-2spd cells subjected to hypoxic stress. Statistical analysis was performed by one-way ANOVA and Dunnett&#x2019;s multiple comparisons test. <sup>&#x2a;</sup>
<italic>p</italic> &#x3c; 0.05, <sup>&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.01, and <sup>&#x2a;&#x2a;&#x2a;</sup>
<italic>p</italic> &#x3c; 0.001, n &#x3d; 3. Data in A&#x2013;N are presented as mean &#xb1; SEM.</p>
</caption>
<graphic xlink:href="fmolb-09-871737-g003.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Gene Transcriptional Changes in GC-2spd Cells Under Hypoxic Stress Conditions</title>
<p>As previously reported (<xref ref-type="bibr" rid="B11">Guzzi et al., 2018</xref>; <xref ref-type="bibr" rid="B40">Shi et al., 2019</xref>), modifications in sncRNAs, such as tsRNAs, are involved in the regulation of gene transcription. To evaluate the effects of RNA modifications on GC-2spd cell growth under hypoxic conditions via the regulation of gene transcription, transcriptomic sequencing of GC-2spd cells was conducted. A total of 1,130 genes were found to be upregulated (353 genes) and downregulated (777 genes) in the hypoxia-treated group (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Biological pathway analysis revealed that the dysregulated genes were enriched in RNA and nucleotide metabolic pathways. Cellular component analysis revealed that the differentially expressed genes were mainly located in the mitochondrial outer membrane, organelle membrane, and the transferase complex; molecular pathway analysis revealed that these altered genes were involved in RNA binding and acted on RNA and other molecular processes (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Gene set enrichment analysis showed that these differentially expressed genes were mainly enriched in aerobic respiratory pathways, including hypoxic, glycolytic, and apoptotic pathways (<xref ref-type="fig" rid="F4">Figure 4C</xref>). Furthermore, RNA modification writers and erasers were also found to be regulated in the treatment groups as compared to the normal group, and this might be the direct reason why RNA modification levels were affected (<xref ref-type="fig" rid="F4">Figure 4D</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Transcriptomic analysis of gene expression in GC-2spd cells subjected to hypoxic stress. <bold>(A)</bold> Differentially expressed genes between the Hypo and NC groups. <bold>(B)</bold> GO analysis of differentially expressed genes between the Hypo and NC groups. The differentially expressed genes were enriched in the keywords &#x201c;biological process,&#x201d; &#x201c;cellular component,&#x201d; and &#x201c;molecular function.&#x201d; The <italic>x</italic>-axis represents the number of genes, and the color indicates the <italic>p</italic>-value (blue indicates a large <italic>p</italic>-value, and red indicates a small <italic>p</italic>-value). <bold>(C)</bold> GSEA analysis of differentially expressed genes in GC-2spd cells subjected to hypoxic stress in the GO and hallmark gene sets, respectively, ranked based on normalized <italic>p</italic>-value. <bold>(D)</bold> Heat map diagram showing the expression levels of modified enzymes in the Hypo and NC groups. Colors ranging from white to red indicate mRNA expression levels; the red color indicates high expression levels, while the white color indicates low expression levels.</p>
</caption>
<graphic xlink:href="fmolb-09-871737-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>GC-2spd cells are immortalized cells derived from mouse spermatocytes that have been applied in research on the reproductive effects of toxicants, such as cigarette smoke (<xref ref-type="bibr" rid="B6">Esakky et al., 2014</xref>), cadmium (<xref ref-type="bibr" rid="B38">Seong et al., 2019</xref>), and di (2-ethylhexyl) phthalate (DEHP; (<xref ref-type="bibr" rid="B8">Fu et al., 2017</xref>)), and environmental factors, such as hypoxia (<xref ref-type="bibr" rid="B60">Zhou et al., 2018</xref>), fine particulate matter (PM<sub>2.5</sub>; (<xref ref-type="bibr" rid="B58">Zhang Y. et al., 2018</xref>)), and silica nanoparticles (SiNPs; (<xref ref-type="bibr" rid="B32">Ren et al., 2019</xref>)). Both the GC-2spd cell line and the spermatocytes isolated from mouse testes could be used to study early spermatogenesis. However, isolated spermatocytes are supposed to be of great value to represent the process <italic>in vivo</italic>. In fact, the spermatocytes obtained by the isolation technique are limited in number and stayed in different stages of division, while GC-2spd cells are easily available, stable, and homogeneous. Hypoxia-inducible factor 1&#x3b1; (HIF-1&#x3b1;) is a major hypoxia-induced transcriptional regulator that reflects the degree of oxygen deprivation (<xref ref-type="bibr" rid="B15">Iyer et al., 1998</xref>; <xref ref-type="bibr" rid="B18">Johnson et al., 2017</xref>). When cells are exposed to hypoxic conditions, HIF-1&#x3b1; rapidly accumulates (<xref ref-type="bibr" rid="B17">Jewell et al., 2001</xref>; <xref ref-type="bibr" rid="B16">Jankovic and Stefanovic 2014</xref>). In this study, both a hypoxic incubator and CoCl<sub>2</sub> were used to establish hypoxic GC-2spd cell models. However, there was a less significant increase in HIF-1&#x3b1; expression levels in cells treated with CoCl<sub>2</sub> than in those treated using the hypoxia incubator, and this could have resulted from differences in the degree of oxygen deprivation between these two groups.</p>
<p>Hypoxia has deleterious effects on the male reproductive system (<xref ref-type="bibr" rid="B16">Jankovic and Stefanovic 2014</xref>); however, its molecular mechanism is not fully understood. Our previous studies showed that hypoxia-induced alterations in RNA modification in mouse testes and sperm may be associated with impaired spermatogenesis (<xref ref-type="bibr" rid="B14">He et al., 2021</xref>). In this study, we used GC-2spd cells to investigate the potential mechanisms that altered modifications induced by hypoxia exposure could affect spermatogenesis. We found that hypoxia inhibited proliferation and induced apoptosis in GC-2spd cells, and this is consistent with the findings of a previous study (<xref ref-type="bibr" rid="B52">Yin et al., 2018</xref>). Alterations in RNA modification were also observed in hypoxia-treated GC-2spd cells, especially in tRNA and sncRNA, indicating that RNA modifications participated in the hypoxic stress response. Numerous RNA modifications occur in tRNAs (<xref ref-type="bibr" rid="B30">Pan 2018</xref>), and alterations of these modifications can affect the efficiency of endonuclease (<xref ref-type="bibr" rid="B25">Lyons et al., 2018</xref>), thereby affecting tsRNA biogenesis. We confirmed that alteration of RNA modification levels affected the tRNA stability, and the sncRNA profiles were largely changed by the hypoxia environment. There are more than 20 types of tRNA, and the isolation of individual tRNA needs a large number of total RNA; thus, we just analyzed the stability of tRNA-Gly and tRNA-Ala. tsRNA is derived from mature tRNA or tRNA precursors and participates in various biological functions (<xref ref-type="bibr" rid="B20">Kumar et al., 2016</xref>; <xref ref-type="bibr" rid="B28">Oberbauer and Schaefer 2018</xref>), such as stress responses (<xref ref-type="bibr" rid="B36">Schimmel 2018</xref>), the regulation of cell proliferation and apoptosis (<xref ref-type="bibr" rid="B35">Saikia et al., 2014</xref>), protein translation (<xref ref-type="bibr" rid="B40">Shi et al., 2019</xref>), ribosome biogenesis (<xref ref-type="bibr" rid="B19">Kim et al., 2017</xref>), and epigenetic inheritance (<xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B55">Zhang J. et al., 2018</xref>) through its RNA sequence and RNA modifications. Thus, the impaired spermatogenesis induced by hypoxia exposure (<xref ref-type="bibr" rid="B14">He et al., 2021</xref>) could be due to cell apoptosis regulated by abnormal expression of tsRNA or other sncRNA that are involved in regulation of gene expression (<xref ref-type="bibr" rid="B24">Lv et al., 2019</xref>). Subsequently, GO analysis and GSEA of transcriptomic data revealed that a large number of gene sets, which were mainly involved in hypoxic stress response and cellular aerobic respiration, as well as multiple related pathways, were altered. However, the target genes directly regulated by altered tsRNA and sncRNA remain unclear under hypoxia stress. Thus, further study is urgent to illustrate how the altered pathways are regulated by abnormal levels of RNA modifications and sncRNA.</p>
<p>The levels of seven types of RNA modifications in 80&#xa0;nt-sized RNAs were found to be altered in hypoxia-treated GC-2spd cells. Among these, the levels of the m<sup>5</sup>C modification were upregulated. The presence of m<sup>5</sup>C in RNA has been shown to contribute to tRNA stability in mammals (<xref ref-type="bibr" rid="B45">Tuorto et al., 2012</xref>), and this may account for the observed changes in tRNA stability. Small RNA sequence analysis confirmed this finding, and forty-five types of tsRNAs were found to be regulated in GC-2spd cells exposed to hypoxic conditions. The levels of RNA modifications are commonly determined by the RNA modification writers and erasers as well as readers. The observed altered signature of RNA modifications in GC-2spd cells might suggest a differently expressed pattern of RNA modification regulators under hypoxia to adapt to the changing environment. For example, NOP2/Sun RNA methyltransferase 2 (Nsun2) and NOP2/Sun RNA methyltransferase 6 (Nsun6), the m<sup>5</sup>C RNA methylases, were upregulated under hypoxic stress conditions. Similarly, the level of m<sup>5</sup>C in tRNA was also increased. Previous studies have shown that Nsun2 (<xref ref-type="bibr" rid="B45">Tuorto et al., 2012</xref>) and Nsun6 (<xref ref-type="bibr" rid="B12">Haag et al., 2015</xref>) methylate tRNAs, and this is consistent with our findings. However, the levels of NOP2/Sun RNA methyltransferase 3 (Nsun3), another m<sup>5</sup>C RNA methyltransferase (<xref ref-type="bibr" rid="B46">Van Haute et al., 2016</xref>), did not increase, indicating that the increased m<sup>5</sup>C in tRNA was mainly determined by Nsun2 and Nsun6. Interestingly, there were significant differences in the types and levels of RNA modifications in 80&#xa0;nt- or 17&#x2013;50&#xa0;nt-sized RNA fragments between the hypoxia- and CoCl<sub>2</sub>-treated groups. Small RNA sequence analysis revealed that the levels of a large number of sncRNAs, including miRNAs, rsRNAs, and ysRNAs, were also altered following hypoxia treatment, which might be accountable for the altered levels of RNA modifications in 17&#x2013;50&#xa0;nt-sized RNA fragments. We have not completely elucidated the exact mechanism that altered modifications under hypoxia exposure affected spermatogenesis. However, the altered RNA modification levels provided novel data for explaining hypoxia-induced GC-2spd cell impairment, providing direction for future research.</p>
<p>In summary, our data revealed hypoxia-induced alterations in RNA modification signatures in total RNA, 80&#xa0;nt-sized RNA fragments (most of which are tRNA), and 17&#x2013;50&#xa0;nt-sized RNA fragments (sncRNA) in GC-2spd cells, and these might be responsible for changes in RNA stability and subsequent alterations in sncRNA expression profiles and the transcriptome under hypoxic conditions. Although the detailed mechanisms via which the alterations in RNA modification affect cellular responses to hypoxia stress need further research, data obtained in the present study offer a foundation for exploring the role of RNA modifications in the cellular responses of GC-2spd cells under hypoxic conditions and provide novel information on the molecular effects of hypoxia on male reproductive health.</p>
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<sec id="s5">
<title>Data Availability Statement</title>
<p>The authors acknowledge that the data presented in this study must be deposited and made publicly available in an acceptable repository, prior to publication. Frontiers cannot accept a article that does not adhere to our open data policies.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>DT and YZ conceptualized the study and designed the experiments. TH and HG performed cell culture experiments with the help of YH. HG performed RNA isolation and Western and Northern blotting experiments with the help of XW, XJ, and YX. XS performed LC-MS/MS and data analysis. LX performed data analysis from small RNA and transcriptome sequencing. HG and TH wrote the manuscript with the supervision of YT. DT, YZ, and YT revised the manuscript. All authors approved the final version of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This study was supported by grants from the National Key Research and Development Program of China [2019YFA0802600], National Natural Science Foundation of China [82022029 and 81971460], Chongqing Natural Science Foundation of China [cstc2019jcyjjqX0010 and cstc2020jcyj-bshX0064], and funding from Army Medical University (2018XLC2018) and Yuzhong District Science and Technology Bureau (20190137).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>We would like to thank Editage (<ext-link ext-link-type="uri" xlink:href="http://www.editage.cn">www.editage.cn</ext-link>) for English language editing.</p>
</ack>
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