Yosuke Kadota1, Faidruz Azura Jam1, Haruka Yukiue1, Ichiro Terakado2, Takao Morimune3, Ayami Tano1, Yuya Tanaka1, Sayumi Akahane1, Mayu Fukumura1, Ikuo Tooyama1, Masaki Mori4. 1. Molecular Neuroscience Research Center (MNRC), Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan. 2. Research Center for Animal Life Science (RCALS), Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan. 3. Molecular Neuroscience Research Center (MNRC), Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan; Department of Pediatrics, Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan. 4. Molecular Neuroscience Research Center (MNRC), Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga 520-2192, Japan. Electronic address: morim@belle.shiga-med.ac.jp.
Abstract
The juvenile phase is characterized by continuously progressing physiological processes such as growth and maturation, which are accompanied by transitions in gene expression. The contribution of transcriptome dynamics to the establishment of juvenile properties remains unclear. Here, we investigated alternative splicing (AS) events in postnatal growth and elucidated the landscape of age-dependent alternative splicing (ADAS) in C57BL/6 mice. Our analysis of ADAS in the cerebral cortex, cardiomyocytes, and hepatocytes revealed numerous juvenile-specific splicing isoforms that shape the juvenile transcriptome, which in turn functions as a basis for the highly anabolic status of juvenile cells. Mechanistically, the juvenile-expressed splicing factor Srsf7 mediates ADAS, as exemplified by switching from juvenile to adult forms of anabolism-associated genes Eif4a2 and Rbm7. Suppression of Srsf7 results in "fast-forwarding" of this transcriptome transition, causing impaired anabolism and growth in mice. Thus, juvenile-specific AS is indispensable for the anabolic state of juveniles and differentiates juveniles from adults.
The juvenile phase is characterized by continuously progressing physiological processes such as growth and maturation, which are accompanied by transitions in gene expression. The contribution of transcriptome dynamics to the establishment of juvenile properties remains unclear. Here, we investigated alternative splicing (AS) events in postnatal growth and elucidated the landscape of age-dependent alternative splicing (ADAS) in C57BL/6 mice. Our analysis of ADAS in the cerebral cortex, cardiomyocytes, and hepatocytes revealed numerous juvenile-specific splicing isoforms that shape the juvenile transcriptome, which in turn functions as a basis for the highly anabolic status of juvenile cells. Mechanistically, the juvenile-expressed splicing factor Srsf7 mediates ADAS, as exemplified by switching from juvenile to adult forms of anabolism-associated genes Eif4a2 and Rbm7. Suppression of Srsf7 results in "fast-forwarding" of this transcriptome transition, causing impaired anabolism and growth in mice. Thus, juvenile-specific AS is indispensable for the anabolic state of juveniles and differentiates juveniles from adults.
Organisms undergo age-dependent alterations in body size and function as they grow into adults. One of the mechanisms regulating this process is an age-dependent transition in gene expression that is regulated at the transcriptional and post-transcriptional levels. Transcription is a process of mRNA synthesis controlled quantitatively by factors such as RNA polymerases, transcription factors, and chromatin modifiers. Transcription is also controlled qualitatively by the use of alternative transcription start sites and alternative polyadenylation. The post-transcriptional processing includes alternative splicing (AS), (de)stabilization, RNA modifications such as RNA methylation (Zhao et al., 2016), RNA editing, interaction with RNA-binding protein (RBP, Anders et al., 2012) and microRNA, transportation, and compartmentalization.AS increases transcript diversity. Following the discovery of splicing (Berget et al., 1977, Chow et al., 1977), AS was identified as a system that generated multiple variant mRNAs from one gene (Alt et al., 1980, Early et al., 1980). This process enables a limited number of genes to generate more molecules. AS thus expands the proteome (Nilsen and Graveley, 2010) and is relevant to evolution (Barbosa-Morais et al., 2012). AS occurs in tissue-specific patterns (Blekhman et al., 2010, Ellis et al., 2012) and cell-type-specific patterns (e.g., embryonic stem cells [Han et al., 2013, Salomonis et al., 2010]), suggesting its role in differentiating cellular contexts. AS has broad biological implications in synapse formation (Ule et al., 2005), sex determination (Baker, 1989), the epithelial-mesenchymal transition (Warzecha et al., 2009), etc. AS is also implicated in pathogenesis (Cieply and Carstens, 2015, Tazi et al., 2009) and cancer (Venables et al., 2009). Despite the multifaceted nature of AS, its age dependency is not well understood. Here, we investigate age-dependent alternative splicing (ADAS) in the context of postnatal organ growth in mice.The postnatal growth phase is a process in which an animal incorporates nutrition for anabolism, thus growing in size. In addition, the functions of the organs mature during the process of growing into an adult. For example, the brain undergoes striking functional enhancement via functional plasticity (Hensch, 2005). Thus, juvenile animals possess distinct physiological characteristics, which we call “juvenile properties” (Jam et al., 2018, Tano et al., 2019). Despite its particular physiological traits, the juvenile phase has not been studied as rigorously as the fetal development or adult phases. Thus, to explore these juvenile properties, we previously performed a comprehensive transcriptome analysis in mice of different ages and identified juvenility-associated genes (JAGs, Jam et al., 2018) and juvenility-associated long noncoding RNAs (JALNCs, Tano et al., 2019) as molecular building blocks of juvenile properties. These analyses revealed that the juvenile phase is characterized by a specific gene expression profile (hereafter, juvenile transcriptome) quite distinct from that of adults.Our analyses of the juvenile transcriptome identified AS as an important mechanism regulating juvenile properties (Jam et al., 2018), although the details remained unaddressed. Here, we show that juveniles undergo global AS in an age-dependent manner that shapes the juvenile transcriptome. AS is the differential removal of introns from pre-mRNA and is observed in 92%–94% of multi-exon genes (Pan et al., 2008, Wang et al., 2008). Splicing is carried out in spliceosomes that consist of five small nuclear ribonucleoprotein particles (snRNPs), U1, U2, U4/U6, and U5; these snRNPs are the major components of the spliceosome, and numerous auxiliary proteins are also present (Chen and Manley, 2009). Spliceosome assembly is a highly dynamic process that starts with the binding of SR proteins to exonic splicing enhancer (ESE); these proteins stabilize the interaction of the U1 snRNP to the 5′ splicing site (5′ ss) of the intron via base pairing with snRNA1 (Long and Caceres, 2009). The SR proteins also recruit the U2AF complex and U2 snRNP to the 3′ ss (Chen and Manley, 2009, Nilsen and Graveley, 2010). Further incorporation of the U4/U6–U5 tri-snRNP leads to the formation of a complex that contains all subunits, followed by extensive conformational changes, resulting in the formation of the catalytically active spliceosome.The Srsf7 splicing factor belongs to the SR protein family, which is encoded by nine genes in humans: SRSF1 (chr17), SRSF2 (chr17), SRSF3 (chr6), SRSF4 (chr1), SRSF5 (chr14), SRSF6 (chr20), SRSF7 (chr2), SRSF9 (chr12), SRSF11 (chr1, Shepard and Hertel, 2009). The SR splicing factors possess an N-terminal RNA-binding domain (RBD) and a C-terminal RS domain that is enriched with arginine-serinedipeptides. The RS domain mediates protein-protein interactions that are required for spliceosome assembly (Kohtz et al., 1994, Wu and Maniatis, 1993). Srsf7 additionally possesses a zinc-affinity domain between the RBD and the RS domain (Jeong, 2017). It was also reported that a binding location relative to the 5′ ss affects the splicing regulation function of Srsf7 (Erkelenz et al., 2013). Srsf7 transports herpes simplex virus 1 mRNAs (Escudero-Paunetto et al., 2010) and is involved in processing HIV-1 mRNA (Valente et al., 2009), but the biological roles of Srsf7 remain largely unknown.Here, we describe ADAS in postnatally growing mouse organs as a model and investigate a role for Srsf7 in the regulation of ADAS. Our analysis provides a landscape for ADAS and clarifies a role for Srsf7 in ADAS and the establishment of the juvenile transcriptome.
Results
Age-Dependent Alternative Splicing in Growing Organ Transcriptomes
To comprehensively address ADAS, we performed a transcriptome analysis with mouse organs and analyzed AS events in a transcriptome-wide manner. We performed RNA sequencing (RNA-seq) analysis with the cerebral cortex (CC) of C57BL/6N mice in the juvenile and adult phases. We utilized postnatal day 1 (P1) and P14 as juvenile phases and P56 as an adult phase. We combined the data from the CC with our previously publicized dataset of cardiomyocytes (CMs) and hepatocytes (Heps) from mice of juvenile (P1 and P7) and adult (P56) phases (Jam et al., 2018). We investigated AS events among the different ages using the mixture-of-isoforms (MISO) model (Katz et al., 2010) and comprehensively identified AS events that occurred in a phase-specific manner as ADAS events (Figure 1A). This analysis identified numerous ADAS events, as examples, in Tpm2, Ndrg2, and Fn1 (Figure 1B). Tpm2 underwent exon skipping in which an exon was included in a juvenile-specific manner (juvenile-exon inclusion). In contrast, Ndrg2 underwent exon skipping in an adult-specific manner. Fn1 underwent multiple AS events that consisted of mutually exclusive exon usage, with distinct juvenile and adult exon inclusions.
Figure 1
Comprehensive Identification of Age-Dependent Alternative Splicing (ADAS) in Organ Growth
(A) Schematic of the age-dependent alternative splicing (ADAS) analysis in this study. MISO, mixture of isoforms.
(B) Representative examples of ADAS events in postnatal cardiomyocytes. Numbers shown to the left of the read patterns indicate FPKM values. Exon information was shown below.
(C) Total number of ADAS events in cerebral cortex (CC), cardiomyocytes (CMs), and hepatocytes (Heps). The alternative splicing (AS) events were analyzed by MISO, and AS events with Bayes factors > 101/2 were counted.
(D) Numbers of each AS pattern in postnatally growing mouse organs.
(E) Frequency of juvenile- or adult-enriched specific exon inclusions. The frequency was compared between P1 and P56 or between P7 (CMs and Heps)/P14 (CC) and P56.
See also Figure S1.
Comprehensive Identification of Age-Dependent Alternative Splicing (ADAS) in Organ Growth(A) Schematic of the age-dependent alternative splicing (ADAS) analysis in this study. MISO, mixture of isoforms.(B) Representative examples of ADAS events in postnatal cardiomyocytes. Numbers shown to the left of the read patterns indicate FPKM values. Exon information was shown below.(C) Total number of ADAS events in cerebral cortex (CC), cardiomyocytes (CMs), and hepatocytes (Heps). The alternative splicing (AS) events were analyzed by MISO, and AS events with Bayes factors > 101/2 were counted.(D) Numbers of each AS pattern in postnatally growing mouse organs.(E) Frequency of juvenile- or adult-enriched specific exon inclusions. The frequency was compared between P1 and P56 or between P7 (CMs and Heps)/P14 (CC) and P56.See also Figure S1.The analysis of AS events identified 1,264, 408 and 371 total ADAS events in the CC, CMs, and Heps, respectively (Figure 1C). Among the five types of ADAS (exon skipping, intron retention, mutually exclusive exons, 5′ or 3′ alternative ss), exon skipping was the most frequent (Figure 1D). There were two types of exon skipping: juvenile- and adult-enriched exon inclusion. Adult-enriched exon inclusion was more frequent (533 events) than juvenile-enriched exon inclusion (238 events, Figure 1E). To determine the biological relevance of ADAS, a Gene Ontology (GO) analysis was performed for the differentially spliced genes at the juvenile and adult phases (“ADAS-target genes”). The ADAS-target genes were significantly associated with “nervous system development” and “axonogenesis” in the CC, “cell-cell adhesion” and “muscle contraction” in CMs, and “mitochondrial fission” and “extracellular exosome” in Heps. These results indicate that the ADAS-target genes are engaged in the biologically relevant functions (Figure S1). Thus, we comprehensively determined the ADAS events in postnatal growth and identified the juvenile-specific splicing isoforms.
Juvenile Expression of Srsf7
We next explored how the ADAS events were regulated. We hypothesized that juvenile-specific AS was mediated by juvenile-specifically expressed splicing factor(s) (SFs), so we tested whether SFs were expressed in a juvenile-specific manner. We investigated 59 SFs that were curated manually (Giulietti et al., 2013). Unexpectedly, most of the SF genes were expressed more highly in juvenile tissues throughout the CC, CMs, and Heps, suggesting their functional relevance in juveniles (Figure S2). Among the juvenile-expressed SFs, we narrowed down the candidate genes for functional analyses by choosing those with robust and at least 2-fold higher expression than in adult in the three tissues. Among the seven genes, Ybx1, hnRNP A0, hnRNP A1, hnRNP DL, Sfpq, Srsf2, and Srsf7, we focused on Srsf7 with a relatively unknown biological function. We will analyze the remaining six genes in a future work. Srsf7 exhibited prominent juvenile-specific expression with high expression levels in juveniles in all three cell types (Figure 2A). This juvenile-predominant expression was validated with quantitative PCR (Figure 2B). Our previous analysis revealed that Srsf7 was suppressed in cellular juvenescence loss induced by depletion of the JALNC Gm14230 (Tano et al., 2019). Immunocytochemistry revealed that Srsf7 was localized predominantly to the nucleoplasm in Neuro2a mouseneuroblastoma cells at a lower cell density (Figures 2C and 2D). At a higher cell density, Srsf7 expression was suppressed (Figures 2C and 2D). This cell-density-dependent expression suggests a role for Srsf7 in the regulation of cellular growth.
Figure 2
Srsf7 Is Expressed in Juvenile Organs and Juvenescent Cells
(A) IGV views of Srsf7 expression in the cerebral cortex (CC), cardiomyocytes (CMs), and hepatocytes (Heps) at juvenile phase postnatal day 1 (P1), P7 (CMs and Heps), or P14 (CC) and adult phase P56. Numbers next to the read patterns (0, 100, and 600) indicate FPKM values.
(B) qPCR analysis of Srsf7 mRNA expression in CC, CMs, and Heps. Data were normalized to Polr2a.
(C) Immunofluorescent analysis of Srsf7 and Vimentin in Neuro2a cells at low and high densities. Scale bar, 50 μm.
(D) Frequency of Srsf7-expressing cells among total cells. ∗∗∗ p < 0.001. n = 266 and 243 cells. Data are the means ± standard deviations from three independent experiments.
(E) Staining of senescence-associated β-galactosidase (SA-β-gal) activity in cells treated with zeocin at 80 μg/mL for 96 h. Scale bar, 50 μm.
(F) Frequency of cells positive for SA-β-gal staining. ∗∗∗ p < 0.001. n = 365 and 158 cells. Data are the means ± standard deviations from three independent experiments.
(G) Immunofluorescent analysis of Srsf7 in Neuro2a cells with or without zeocin treatment. Scale bar, 50 μm.
(H) Frequency of Srsf7-expressing cells among total cells. ∗∗∗ p < 0.001. n = 465 and 291 cells. Data are the means ± standard deviations from three independent experiments.
(I) Western blot analysis with Neuro2a cells treated with zeocin. The senescence marker proteins γH2ax and p16 were increased in zeocin-treated cells. Actb was used as a loading control.
∗p < 0.05 and ∗∗∗p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figure S2.
Srsf7 Is Expressed in Juvenile Organs and Juvenescent Cells(A) IGV views of Srsf7 expression in the cerebral cortex (CC), cardiomyocytes (CMs), and hepatocytes (Heps) at juvenile phase postnatal day 1 (P1), P7 (CMs and Heps), or P14 (CC) and adult phase P56. Numbers next to the read patterns (0, 100, and 600) indicate FPKM values.(B) qPCR analysis of Srsf7 mRNA expression in CC, CMs, and Heps. Data were normalized to Polr2a.(C) Immunofluorescent analysis of Srsf7 and Vimentin in Neuro2a cells at low and high densities. Scale bar, 50 μm.(D) Frequency of Srsf7-expressing cells among total cells. ∗∗∗ p < 0.001. n = 266 and 243 cells. Data are the means ± standard deviations from three independent experiments.(E) Staining of senescence-associated β-galactosidase (SA-β-gal) activity in cells treated with zeocin at 80 μg/mL for 96 h. Scale bar, 50 μm.(F) Frequency of cells positive for SA-β-gal staining. ∗∗∗ p < 0.001. n = 365 and 158 cells. Data are the means ± standard deviations from three independent experiments.(G) Immunofluorescent analysis of Srsf7 in Neuro2a cells with or without zeocin treatment. Scale bar, 50 μm.(H) Frequency of Srsf7-expressing cells among total cells. ∗∗∗ p < 0.001. n = 465 and 291 cells. Data are the means ± standard deviations from three independent experiments.(I) Western blot analysis with Neuro2a cells treated with zeocin. The senescence marker proteins γH2ax and p16 were increased in zeocin-treated cells. Actb was used as a loading control.∗p < 0.05 and ∗∗∗p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figure S2.We next asked whether Srsf7 expression depends on cellular juvenescence. Zeocin, a genotoxic agent, induces loss of cellular juvenescence in NIH3T3 cells (Tano et al., 2019). We applied this method to Neuro2a cells and observed highly efficient induction of cellular senescence, as indicated by senescence-associated β-galactosidase (SA-β-gal) activity and extension of the cytoplasm (Serrano et al., 1997) (Figures 2E and 2F). Srsf7 expression was significantly suppressed in the senescent cells (Figures 2G and 2H), and this result was corroborated by western blot analysis (Figures 2I and S2B). We also analyzed the juvenescence-dependent expression of Srsf7 in another model for cellular senescence. Cellular senescence can be induced by oncogenic genes such as Ras (Serrano et al., 1997), BRAF (Wajapeyee et al., 2008), Akt (Chen et al., 2005), and E2F (Denchi et al., 2005). The forced expression of RasV12 by doxycycline-inducible manner provoked cellular senescence, which was evidenced by changes in cell morphology and impaired cell growth (Figures S2C). The RasV12-induced cellular senescence was accompanied by suppression of Srsf7 and enhancement of proteins associated with cellular senescence (Figures S2C–S2E). Thus, Srsf7 is more highly expressed in juvenile organs and juvenescent cells.
Depletion of Srsf7 Causes Loss of Cellular Juvenescence and Metabolic Dysfunction
To study the role of Srsf7 in cellular juvenescence, we tested the influence of Srsf7 depletion in Neuro2a cells. siRNA-mediated knockdown of Srsf7 (Figure 3A) significantly suppressed cell growth (Figures 3B and 3C), indicating that Srsf7 was essential for cell growth. The Srsf7-depleted cells were refractory to retinoic acid-induced neural differentiation, indicating that the Srsf7-depleted cells lost their ability to differentiate (Figure 3D). The earlier findings that Srsf7 was expressed in juvenile cells prompted us to test whether Srsf7 is required for cellular juvenescence. Srsf7 knockdown led to a profound increase in positive staining in an SA-β-gal assay (Figures 3E and 3F) and the expression of the senescence-associated proteins p16, p27, and γH2ax (Figures 3G and S3A). These results indicate that Srsf7 is essential for cellular juvenescence. We next assessed a role for Srsf7 in counteracting the cellular senescence. The Neuro2a-RasV12 cells were transfected with Srsf7 or control empty plasmid, followed by doxycycline treatment to induce the cellular senescence. The forced expression of Srsf7 suppressed the morphological changes of the cells, in comparison with the control plasmid-transfected cells (Figures S3B and S3C).
Figure 3
Srsf7 Is Essential for Cellular Juvenescence
(A) Srsf7 knockdown efficiency was analyzed by qPCR of Srsf7 in Neuro2a cells 48 h after transfection with control siRNA or Srsf7 siRNA. Data were normalized to Actb.
(B) Appearance of Neuro2a cells 72 h after transfection with control siRNA or Srsf7 siRNA. Scale bar, 100 μm.
(C) Number of cells per field 72 h after transfection with control siRNA or Srsf7 siRNA.
(D) Appearance of Neuro2a cells treated with 20 μM retinoic acid for 48 h to induce neural differentiation. Srsf7-depleted cells were refractory to differentiation induction. Scale bar, 100 μm.
(E) Staining of senescence-associated β-galactosidase (SA-β-gal) activity in Neuro2a cells 72 h after transfection with control siRNA or Srsf7 siRNA. Scale bar, 100 μm.
(F) Frequency of cells positive for SA-β-gal staining among total cells. ∗∗∗ p < 0.001. n = 147 and 184 cells. Data are the means ± standard deviations from three independent experiments.
(G) Western blot analysis with Neuro2 cells 72 h after transfection of control siRNA or Srsf7 siRNA. The senescence marker proteins p16, p27, and γH2ax were increased in Srsf7-depleted cells. Tubulin was used as a loading control.
(H–K) Analysis of cell metabolism with a flux analyzer in Neuro2a cells 48 h after transfection of control siRNA or Srsf7 siRNA. (H) Oxygen consumption rate (OCR) and (I) extracellular acidification rate (ECAR) were measured at baseline and under stress conditions in which cells were treated with oligomycin and FCCP. (J) OCR to ECAR ratio at the baseline and stress conditions. (K) Energy phenotype profile of the cells transfected with control siRNA or Srsf7 siRNA.
∗ p < 0.05, ∗∗ p < 0.01, and ∗∗∗ p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figure S3.
Srsf7 Is Essential for Cellular Juvenescence(A) Srsf7 knockdown efficiency was analyzed by qPCR of Srsf7 in Neuro2a cells 48 h after transfection with control siRNA or Srsf7 siRNA. Data were normalized to Actb.(B) Appearance of Neuro2a cells 72 h after transfection with control siRNA or Srsf7 siRNA. Scale bar, 100 μm.(C) Number of cells per field 72 h after transfection with control siRNA or Srsf7 siRNA.(D) Appearance of Neuro2a cells treated with 20 μM retinoic acid for 48 h to induce neural differentiation. Srsf7-depleted cells were refractory to differentiation induction. Scale bar, 100 μm.(E) Staining of senescence-associated β-galactosidase (SA-β-gal) activity in Neuro2a cells 72 h after transfection with control siRNA or Srsf7 siRNA. Scale bar, 100 μm.(F) Frequency of cells positive for SA-β-gal staining among total cells. ∗∗∗ p < 0.001. n = 147 and 184 cells. Data are the means ± standard deviations from three independent experiments.(G) Western blot analysis with Neuro2 cells 72 h after transfection of control siRNA or Srsf7 siRNA. The senescence marker proteins p16, p27, and γH2ax were increased in Srsf7-depleted cells. Tubulin was used as a loading control.(H–K) Analysis of cell metabolism with a flux analyzer in Neuro2a cells 48 h after transfection of control siRNA or Srsf7 siRNA. (H) Oxygen consumption rate (OCR) and (I) extracellular acidification rate (ECAR) were measured at baseline and under stress conditions in which cells were treated with oligomycin and FCCP. (J) OCR to ECAR ratio at the baseline and stress conditions. (K) Energy phenotype profile of the cells transfected with control siRNA or Srsf7 siRNA.∗ p < 0.05, ∗∗ p < 0.01, and ∗∗∗ p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figure S3.To analyze the mechanism of growth regulation by Srsf7, we assessed the expression of metabolism-associated proteins. Srsf7 depletion caused decreased phosphorylation of the ribosomal protein S6 (Ser240/244), suggesting impaired protein synthesis (Figure 3G). Additionally, Srsf7 knockdown induced form II of Lc3, a hallmark of autophagy, suggesting that Srsf7 depletion caused energy starvation. The findings implied that Srsf7 is required for cell anabolism. To assess the metabolic function of Srsf7, we measured cellular metabolism with a flux analyzer and revealed that Srsf7 depletion led to a decreased oxygen consumption rate (OCR, Figure 3H) with minor effects on extracellular acidification rate (ECAR Figure 3I), suggesting that mitochondrial function was impaired. Analysis of the OCR to ECAR ratio showed Srsf7 depletion compromised oxidative phosphorylation (Figure 3J), causing a shift to glycolysis (Figure 3K). We next addressed how the Srsf7 depletion led to the metabolic shift toward the compromised oxidative phosphorylation. We first assessed mitochondrial quantity by measuring the amount of mitochondrial genome DNA. This analysis did not show a significant change in the mitochondrial quantity upon Srsf7 depletion (Figure S3D). The expression of mitochondrial protein Cox1 did not alter apparently (Figure 3G). To investigate the potential mechanism behind the metabolic shift, we established Srsf7-knockout (KO) Neuro2a cell lines via CRISPR technology and performed transcriptome analysis. The RNA-seq analysis revealed upregulation of pyruvate dehydrogenase kinase (Pdk1) and Pdk2 in the Srsf7-KO cells. These findings were validated via qPCR (Figure S3E). Pdk proteins direct the metabolic flow from the oxidative phosphorylation to glycolysis (Kim et al., 2006, Kluza et al., 2012, Kon et al., 2017). The enhancement of Pdk1 was also observed at the protein level in the cells depleted for Srsf7 (Figure 3G). Together, Srsf7 depletion causes the glycolysis-predominant state that is accompanied with the upregulation of Pdk. Thus, Srsf7 is essential for cellular juvenescence and mediates cellular anabolism.
Srsf7 Regulates Growth and JAGs in Mice
To assess the role of Srsf7 in ADAS in mice, we sought to analyze Srsf7-knockout (KO) mice. Using CRISPR-Cas9 genome editing (Cong et al., 2013, Inui et al., 2015, Mali et al., 2013), we designed a guide RNA that introduced a double-strand break in the proximal region downstream of the initiating codon in Srsf7 (Figure S4A). This break resulted in an indel that caused a frameshift (fs) mutation (Figure S4B). Analysis of newborns revealed that none had homozygous mutations, implying that the null mutation caused embryonic lethality. Analysis of fetuses at embryonic day 7.5 (E7.5) revealed that 18 fetuses (27.6%) were wild-type (WT, Srsf7WT/WT), 30 (46.1%) were heterozygous mutants (Srsf7WT/fs), and 17 (26.1%) were absorbed embryos, hampering the determination of a genotype (Figure S4C). The absence of a viable homozygous mutant at E7.5 suggested early embryonic lethality. KO of Srsf3 (also known as SRp20), a gene that encodes the SF with the closest similarity to Srsf7 (Blanco and Bernabéu, 2012, Cavaloc et al., 1999), causes developmental failure at the blastocyst stage (Jumaa et al., 1999). We therefore analyzed whether Srsf7-null embryos had defects at the blastocyst stage. In vitro fertilization was performed with Srsf7 heterozygous mutant sperm and ova to analyze development into morulae and blastocysts. Srsf7-homozygous KO embryos (Srsf7fs/fs) successfully developed into blastocysts, clarifying that the embryonic lethality of Srsf7-KO mice occurred after the blastocyst stage and during the implantation stage (Figures S4D–S4F). Taken together, these results show that Srsf7 is indispensable for the implantation stage of mouse development.The embryonic lethality hampered the analysis of homozygous KO mice. Heterozygous Srsf7-KO mice were viable and fertile, but they exhibited impaired body growth. Both male and female Srsf7WT/fs mice exhibited lower body weight than the WT controls (Figures 4A and 4B), indicating that Srsf7 is necessary for body growth in mice. The significant difference of body weight was observed also in the neonatal phase (Figure S5A). To gain an insight into a role for Srsf7 in the protein synthesis in vivo, we investigated the expression of proteins associated with the activity of the protein synthesis. The expression of phosphorylated S6 and phosphorylated 4E-BP1 was suppressed in the Srsf7 mutant tissues (Figures S5B and S5C). These findings implied that Srsf7 might play a role in the regulation of protein synthesis also in vivo. To assess the machinery underlying the growth impairment of Srsf7 mutant mice, we compared the gene expression profiles of WT and Srsf7 mutants via RNA-seq (Figure 4C).
Figure 4
Srsf7 Regulates Growth and JAGs in Mice
(A) The body weights of WT and Srsf7-heterozygous mutant mice (numbers of mice analyzed: WT male, 12; mutant male, 19; WT female, 17; mutant female, 14).
(B) Appearances of WT and Srsf7 mutant mice at age 2 weeks.
(C) A schematic describing the RNA-seq analysis with CC, CMs, and Heps isolated from WT and Srsf7 mutant mice. Two Srsf7 mutant mice and one WT littermate control were subjected to the RNA-seq analysis.
(D) Heatmap analysis of the RNA-seq results in CC, CMs, and Heps of WT and Srsf7 mutant mice. The cluster of genes with a tendency to be downregulated in the three organs is magnified to the right. A partial list of JAGs and translation-associated genes included in the cluster is shown.
(E) Gene Ontology (GO) analysis of the Srsf7 mutant-suppressed cluster. The biological processes and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways significantly associated with the cluster are shown.
(F) Frequencies of juvenility-associated genes (JAGs) and constitutively expressed genes among the Srsf7WT/fs-suppressed genes. The Srsf7 mutation affects JAGs more strongly than constitutively expressed genes.
∗ p < 0.05 and ∗∗∗ p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figures S4–S6.
Srsf7 Regulates Growth and JAGs in Mice(A) The body weights of WT and Srsf7-heterozygous mutant mice (numbers of mice analyzed: WT male, 12; mutant male, 19; WT female, 17; mutant female, 14).(B) Appearances of WT and Srsf7 mutant mice at age 2 weeks.(C) A schematic describing the RNA-seq analysis with CC, CMs, and Heps isolated from WT and Srsf7 mutant mice. Two Srsf7 mutant mice and one WT littermate control were subjected to the RNA-seq analysis.(D) Heatmap analysis of the RNA-seq results in CC, CMs, and Heps of WT and Srsf7 mutant mice. The cluster of genes with a tendency to be downregulated in the three organs is magnified to the right. A partial list of JAGs and translation-associated genes included in the cluster is shown.(E) Gene Ontology (GO) analysis of the Srsf7 mutant-suppressed cluster. The biological processes and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways significantly associated with the cluster are shown.(F) Frequencies of juvenility-associated genes (JAGs) and constitutively expressed genes among the Srsf7WT/fs-suppressed genes. The Srsf7 mutation affects JAGs more strongly than constitutively expressed genes.∗ p < 0.05 and ∗∗∗ p < 0.001, Student's t test. Data are represented as the means ± standard deviations. See also Figures S4–S6.Heatmap analysis revealed that a subset of genes (1,716 genes) was suppressed by the Srsf7 mutation throughout the CC, CMs, and Heps (Figure 4D). The subset included numerous JAGs and translation-associated genes (Figure 4D). The GO analysis revealed that this gene subset was associated with “translation” (p < 10−33) and “ribosome” (p < 10−39) (Figure 4E). These findings suggested that translation was dysregulated in the Srsf7 mutant mice. Additionally, the Srsf7 mutation showed a significantly more profound effect on the JAGs than on constitutively expressed genes, demonstrating that Srsf7 is indispensable for the expression of JAGs (Figure 4F). Among the JAGs, the expression of Igf2 was suppressed significantly in CMs and Heps (Figure S5D). Igf2 encodes a peptide that functions as a potent enhancer of body growth (DeChiara et al., 1990, Sun et al., 1997). The Igf2 suppression was observed also at the protein level in Srsf7 mutant hearts and livers (Figure S5E). We also addressed physiological consequences of the aberrant ADAS in the Srsf7 mutant mice. The GO analysis in the Srsf7 mutant CC revealed that genes associated with myelination were affected significantly (Figures S6A), revealing the downregulation of myelin sheath-associated genes (Figure S6B). Immunostaining of myelin basic protein (MBP) revealed poorer myelination in the Srsf7 mutant compared with WT (Figures S6C and S6D), whereas the neuronal formation was unaffected (Figures S6E and S6F). Thus, the Srsf7 mutant mice showed the slight impairment of myelination in the CC. Together, the Srsf7 mutation causes physiological deteriorations in the body growth and myelination that is accompanied by compromised expression of genes associated with translation and JAGs in mice.
Srsf7 Mediates ADAS
We next evaluated ADAS in the Srsf7 mutant mice. MISO analysis revealed significantly (Bayes factor > 101/2) and recurrently altered AS events in the Srsf7 mutant mice (Figure 5A). The cutoff we used for determining true AS events almost completely excluded background or “noise” AS events, as shown by the fact that comparisons among WT mice showed few AS events (“Background AS events” in Figure 5A). We performed GO analysis to predict the biological functions associated with the mis-spliced genes, and the results showed that, in addition to the expected “alternative splicing” (10−153) (Figure 5B), functions such as “phosphoprotein” (10−110) and “acetylation” (10−46) were highly significantly enriched. These findings indicate that Srsf7 exerts its influence through these enriched functions. We next asked whether Srsf7 mediated the ADAS that was observed earlier in this study. We investigated an overlap between the ADAS-target genes and the genes undergoing Srsf7-dependent AS. Overlaps of 33.1%, 41.8%, and 43.5% were observed between the ADAS-target genes and Srsf7-spliced genes in the CC, CMs, and Heps with statistical significance of 2 × 10−102, 3 × 10−91, and 8 × 10−71, respectively (Figure 5C). These observations indicate that Srsf7 mediates a considerable portion of ADAS, thus establishing a role for Srsf7 in the age-dependent transition of the transcriptome.
Figure 5
Srsf7 Mediates ADAS in Mice
(A) Number of AS events detected in Srsf7 mutant mice in comparison with WT mice (right half, “Mis-splicing events in Srsf7 mutants”). Comparisons were also made between WT mice to show the background noise levels (left half, “Background AS events”).
(B) Gene Ontology (GO) analysis of the genes that were mis-spliced in Srsf7 mutant mice. “Up keywords” and “Biological processes” significantly associated with the mis-spliced genes are indicated.
(C) Venn diagrams to show overlaps between the ADAS-target genes and the genes mis-spliced in the Srsf7 mutant.
Srsf7 Mediates ADAS in Mice(A) Number of AS events detected in Srsf7 mutant mice in comparison with WT mice (right half, “Mis-splicing events in Srsf7 mutants”). Comparisons were also made between WT mice to show the background noise levels (left half, “Background AS events”).(B) Gene Ontology (GO) analysis of the genes that were mis-spliced in Srsf7 mutant mice. “Up keywords” and “Biological processes” significantly associated with the mis-spliced genes are indicated.(C) Venn diagrams to show overlaps between the ADAS-target genes and the genes mis-spliced in the Srsf7 mutant.
Srsf7 Mediates ADAS in Eif4a2 and Rbm7
We next sought to describe Srsf7-mediated ADAS in a gene-specific manner. We focused on the Eif4a2 and Rbm7 mRNAs, which underwent Srsf7-dependent AS at high significance (Bayes factor > 101/2). Eif4a2 underwent ADAS in which exon 11 (E11) was included in the juvenile form and excluded from the adult form throughout the CC, CMs, and Heps (Figure 6A). Because of a premature stop codon in E11, the juvenile form was shortened and lacked one-third of the C-terminal RNA helicase domain (Figure 6B), losing two beta-strands and two alpha-helixes of the RNA helicase domain compared with the adult form (Figure S5). However, E11 was skipped in Srsf7 mutant organs even in juveniles, leading to the expression of the adult form of Eif4a2 (Figure 6C). This finding was corroborated by qPCR, which distinguishably measured the two isoforms (Figure 6D).
Figure 6
Srsf7 Mediates ADAS of Eif4a2 and Rbm7
(A) Eif4a2 mRNA expression pattern in the juvenile and adult phases. Exon 11 (E11) is predominantly included in the juvenile phase compared with the adult phase.
(B) Schematic of the splicing isoforms of Eif4a2. E11 is included in the juvenile isoform and not in the adult isoform. E11 contains the alternative stop codon, thus generating a shorter protein.
(C) Eif4a2 mRNA expression patterns in WT and Srsf7 mutant organs. E11 is included in WT but not in Srsf7 mutants. The Srsf7 mutants thus express the adult form despite the mice being juvenile.
(D) qPCR analysis of the Eif4a2 juvenile and adult isoforms in WT and Srsf7 mutant mouse tissues (n = 3). Data were normalized to Tubb5.
(E) Rbm7 mRNA expression patterns in the juvenile and adult phases. E2 is more frequently included in juveniles than in adults.
(F) Schematic of the splicing isoforms of Rbm7. E2 is included in the juvenile isoform and not in the adult isoform. E2 contains the alternative stop codon that terminates translation.
(G) Rbm7 mRNA expression pattern in WT and Srsf7 mutant organs. E2 is included in WT but not in Srsf7 mutants. The Srsf7 mutants thus express the adult form despite the mice being juvenile.
(H) qPCR analysis of Rbm7 juvenile and adult isoforms in WT and Srsf7 mutant mouse tissues (n = 3). Data were normalized to Tubb5.
Data are represented as the means ± standard deviations. See also Figure S7.
Srsf7 Mediates ADAS of Eif4a2 and Rbm7(A) Eif4a2 mRNA expression pattern in the juvenile and adult phases. Exon 11 (E11) is predominantly included in the juvenile phase compared with the adult phase.(B) Schematic of the splicing isoforms of Eif4a2. E11 is included in the juvenile isoform and not in the adult isoform. E11 contains the alternative stop codon, thus generating a shorter protein.(C) Eif4a2 mRNA expression patterns in WT and Srsf7 mutant organs. E11 is included in WT but not in Srsf7 mutants. The Srsf7 mutants thus express the adult form despite the mice being juvenile.(D) qPCR analysis of the Eif4a2 juvenile and adult isoforms in WT and Srsf7 mutant mouse tissues (n = 3). Data were normalized to Tubb5.(E) Rbm7 mRNA expression patterns in the juvenile and adult phases. E2 is more frequently included in juveniles than in adults.(F) Schematic of the splicing isoforms of Rbm7. E2 is included in the juvenile isoform and not in the adult isoform. E2 contains the alternative stop codon that terminates translation.(G) Rbm7 mRNA expression pattern in WT and Srsf7 mutant organs. E2 is included in WT but not in Srsf7 mutants. The Srsf7 mutants thus express the adult form despite the mice being juvenile.(H) qPCR analysis of Rbm7 juvenile and adult isoforms in WT and Srsf7 mutant mouse tissues (n = 3). Data were normalized to Tubb5.Data are represented as the means ± standard deviations. See also Figure S7.Rbm7, a gene encoding an RBP associated with snoRNA biogenesis, underwent ADAS in which E2 was included in the juvenile form and excluded from the adult form throughout the CC, CMs, and Heps (Figure 6E). Because of a stop codon in E2, the juvenile form of Rbm7 has an open reading frame of 39 amino acids (aa) in length, which is considerably shorter than the adult form, which consists of 265 aa (Figure 6F). Exon 2 was skipped in Srsf7 mutant organs even in juveniles, thus yielding the adult form (Figure 6G). This finding was corroborated by qPCR (Figure 6H). Thus, our analysis revealed that Srsf7 mediates the ADAS of Eif4a2 and Rbm7, causing switching from juvenile to adult isoforms.
Srsf7 Is Responsible for ADAS and Establishes the Juvenile Transcriptome
To assess the regulation of AS by Srsf7 more directly, we established an in vitro experimental platform for the analysis of Srsf7-mediated AS. We cloned the genomic sequences of Eif4a2 and Rbm7 and constructed minigene plasmids. The AS of Eif4a2 and Rbm7 were assessed in the Srsf7-KO Neuro2a cell lines (Figure 7A). The minigene assays revealed that Srsf7-KO causes the switching of isoforms from juvenile to adult for both Eif4a2 (Figure 7B) and Rbm7 (Figure 7C). Furthermore, RNA immunoprecipitation (RIP)-qPCR analysis revealed the binding of Srsf7 protein to the Eif4a2 RNA and Rbm7 RNA (Figure 7D). These findings indicate that the Srsf7 protein directly mediates the AS of Eif4a2 and Rbm7.
Figure 7
Srsf7 Mediates Isoform Switching of Eif4a2 and Rbm7
(A) Western blot analysis for Srsf7 in WT and Srsf7-KO Neuro2a cell lines. Gapdh was analyzed for the loading control.
(B) Minigene assay with the Eif4a2 gene construct. The scheme above shows the plasmid constructed to express exons 10–12 (E10–E12) of mouse Eif4a2. The primers used to detect the splicing products are indicated with arrows, and the RT-PCR results are shown below. Srsf7-KO induces switching of isoforms from juvenile to adult.
(C) Minigene assay with the Rbm7 gene construct. The scheme above shows the plasmid constructed to express E1–E3 of mouse Rbm7. The primers used to detect the splicing products are indicated with arrows, and the RT-PCR results are shown below. Srsf7-KO induces switching of isoforms from juvenile to adult.
(D) RIP-qPCR was performed in Neuro2a cells after UV-cross-linking followed by immunoprecipitation with the Srsf7 antibody. qPCR was performed for Eif4a2, Rbm7, and the control, Rps13. Fold enrichment was calculated by normalizing to IgG.
(E) Schematic describing the role of Srsf7 in ADAS, thus establishing the juvenile transcriptome underlying the anabolic state in juveniles.
∗ p < 0.05, Student's t test. Data are represented as the means ± standard deviations.
Srsf7 Mediates Isoform Switching of Eif4a2 and Rbm7(A) Western blot analysis for Srsf7 in WT and Srsf7-KO Neuro2a cell lines. Gapdh was analyzed for the loading control.(B) Minigene assay with the Eif4a2 gene construct. The scheme above shows the plasmid constructed to express exons 10–12 (E10–E12) of mouseEif4a2. The primers used to detect the splicing products are indicated with arrows, and the RT-PCR results are shown below. Srsf7-KO induces switching of isoforms from juvenile to adult.(C) Minigene assay with the Rbm7 gene construct. The scheme above shows the plasmid constructed to express E1–E3 of mouseRbm7. The primers used to detect the splicing products are indicated with arrows, and the RT-PCR results are shown below. Srsf7-KO induces switching of isoforms from juvenile to adult.(D) RIP-qPCR was performed in Neuro2a cells after UV-cross-linking followed by immunoprecipitation with the Srsf7 antibody. qPCR was performed for Eif4a2, Rbm7, and the control, Rps13. Fold enrichment was calculated by normalizing to IgG.(E) Schematic describing the role of Srsf7 in ADAS, thus establishing the juvenile transcriptome underlying the anabolic state in juveniles.∗ p < 0.05, Student's t test. Data are represented as the means ± standard deviations.Thus, Srsf7 mediates the ADAS of the numerous transcripts including Eif4a2 and Rbm7. The influences of Srsf7 mutation was observed for the splicing of the significant number of genes that were also regulated by ADAS. ADAS enables higher anabolic potentials in juvenile animals through enhancing JAGs and translation-associated genes.
Discussion
The age dependency of AS has not been well elucidated, and implications of ADAS for physiology and pathogenesis remain obscure. Here, we present a comprehensive view of ADAS during postnatal growth in a mouse model. Srsf7 mediates the ADAS of numerous genes including Eif4a2 and Rbm7. Srsf7 contributes to the establishment of the juvenile transcriptome, which is characterized by the expression of JAGs and translation-associated genes, thus underlying the anabolic status of juvenile animals (Figure 7E).Although AS has been investigated in terms of tissue- or cell-type specificity, its age dependency has not been comprehensively studied. The juvenile phase is characterized by distinct physiological features, such as growth and maturation, and by distinct gene expression profiles enriched in JAGs (Jam et al., 2018). This ADAS analysis revealed a previously undefined landscape of AS events, unmasking the regulatory layer of gene expression underlying the postnatal growth phase. Our findings indicate that the postnatal growth phase is underlain by splicing-based modifications of the transcriptome, which account for the anabolic status of juvenile animals and the expression of JAGs and translation-associated genes, thus contributing to juvenile properties.Cellular juvenescence is characterized by the cellular capacities for growth, maturation, differentiation, anabolic metabolism, and resistance to premature senescence (Tano et al., 2019). Cellular juvenescence is lost under suppression of the JALNC Gm14230 (Tano et al., 2019). Here, we showed that Srsf7 depletion also led to a loss of cellular juvenescence, in that cells exhibited impaired growth, differentiation, anabolism, and resistance to premature senescence. As evidenced by experiments in cells and mice, Srsf7 depletion led to decreased phosphorylation of S6, indicating suppressed protein synthesis. Thus, Srsf7 regulates anabolism through protein synthesis both in vitro and in vivo.The Srsf7 protein showed nuclear localization, consistent with a splicing function. The nuclear expression of Srsf7 was lost at higher density, zeocin treatment, and RasV12-induced senescence. Srsf7 was not observed to translocate out of the nucleus, suggesting that the Srsf7 protein is regulated by its expression level and not by subcellular localization in the contexts we examined. The cell-density-dependent expression of the Srsf7 protein implied that Srsf7 may control anabolism in response to cell density. Srsf7 expression was also dependent on cellular juvenescence and was lost in RasV12-induced cellular senescence. The genotoxicity of zeocin may induce cell-cycle arrest, and it may also induce loss of cellular juvenescence through the suppression of Srsf7.The homozygous null mutation of Srsf7 caused early embryonic lethality, indicating its essentiality in the implantation stage. Homozygous mutations of Srsf3, the gene with the greatest similarity to Srsf7, cause defects in blastocyst formation before the implantation stage (Jumaa et al., 1999). This discrepancy demonstrates the non-redundant roles of Srsf3 and Srsf7 in blastocyst formation and the implantation stage, respectively.Although our previous study found that the postnatal growth phase was characterized by age-dependent alteration of the transcriptome, the functional relevance of AS has not been elucidated (Jam et al., 2018). Not only did the juvenile transcriptome undergo extensive genome-wide AS, but we also identified Srsf7 as a crucial factor for its regulation. Srsf7 mutation caused erroneous ADAS that resulted in premature loss of JAGs and translation-associated genes. The ADAS events were “fast-forwarded,” and premature switching from juvenile to adult isoforms took place. This effect was recapitulated by in vitro experiments in Neuro2a cells with null mutations of Srsf7, where the juvenile Eif4a2 and Rbm7 isoforms were switched to the adult isoforms prematurely.We demonstrated that Eif4a2 and Rbm7 are direct targets of Srsf7. Srsf7 mediates the inclusion of E11 that contains the alternative stop codon; thus, the juvenile isoform lacks the part of the RNA helicase domain that is crucial for microRNA-mediated translational suppression. Eif4a2 is an ATP-dependent RNA helicase (Jackson et al., 2010) that is essential for microRNA-mediated translational repression (Meijer et al., 2013). Thus, the shortening of the RNA helicase domain is considered to cause dysregulation of microRNA-mediated translational repression, leading to increased protein expression. microRNA-mediated regulation of growth is also regulated at the level of microRNA biogenesis, which is enhanced by Hippo signaling (Mori et al., 2014). Srsf7-mediated AS of Eif4a2 may function as a new regulatory layer of microRNA-mediated growth control. Rbm7, together with ZCCHC8 and hMTR4, constitutes the nuclear exosome targeting (NEXT) complex that directs a subset of RNAs, including snoRNA, toward exosomal degradation (Fan et al., 2017, Kufel and Grzechnik, 2019, Lubas et al., 2015, Ogami et al., 2018). Srsf7 mediates the splicing of the juvenile isoform that includes E2 and a premature stop codon, thus expressing a considerably shorter isoform lacking a part of the RNA recognition motif. The juvenile Rbm7 isoform spares snoRNAs from degradation, promoting the translation process.Our findings clarified previously unreported roles for ADAS in the establishment of the juvenile transcriptome and the anabolic status of juvenile animals. Our analysis suggested a more quantitative analysis for AS. Our work implied a possibility that a particular SF may account for the splicing of a portion of a gene transcript and plural SFs contribute to the completion of the splicing of the particular gene. Future works that analyze the contributions of multiple SFs to the particular splicing pattern will clarify how SFs cooperate in the regulation of splicing. Also, in this study, we investigated the AS at the RNA level and not at the proteomic level. Further analysis at the proteomic level will reveal a functional consequence of the RNA splicing on the protein functions. Because AS has numerous implications in pathogenesis, further elucidation of the AS program and the roles of Srsf7 should lead to new therapeutics for intractable diseases, especially of children, in contexts where the juvenile properties and juvenile transcriptome are considered to be compromised. Through the AS, Srsf7 mediates the anabolic functions of the cells. By utilizing the function of Srsf7 to promote anabolism, it might be possible to enhance the growth or regenerative capacity of the organs, for the purpose of treating the intractable diseases without effective treatments or treatment via organ transplantation.Here, we reported a comprehensive list of ADAS events in the postnatal organs and showed that the splicing of the significant number of ADAS-target genes is mediated by Srsf7. Srsf7 mediates juvenile patterns of AS, thus giving rise to the juvenile transcriptome. Mutation of Srsf7 causes a premature switch from the juvenile to adult isoforms of at least Eif4a2 and Rbm7 both in vitro and in vivo, resulting in suppressed anabolism and impaired growth. Thus, the Srsf7-mediated ADAS establishes the juvenile transcriptome that underlies juvenile properties.
Limitations of the Study
Our AS analysis was performed with a bulk of cells, not single cells. Our analysis implied that different types of AS might occur in a single cell. Future work at the single-cell resolution will reveal how different types of AS occur in transcripts from the same gene.Our analysis has not determined the comparable contribution of Srsf7 to AS among different SFs. Plural SFs may target to the same gene locus. Future work may make it possible to quantitatively compare the contributions of different SFs.
Methods
All methods can be found in the accompanying Transparent Methods supplemental file.
Authors: Hong Han; Manuel Irimia; P Joel Ross; Hoon-Ki Sung; Babak Alipanahi; Laurent David; Azadeh Golipour; Mathieu Gabut; Iacovos P Michael; Emil N Nachman; Eric Wang; Dan Trcka; Tadeo Thompson; Dave O'Hanlon; Valentina Slobodeniuc; Nuno L Barbosa-Morais; Christopher B Burge; Jason Moffat; Brendan J Frey; Andras Nagy; James Ellis; Jeffrey L Wrana; Benjamin J Blencowe Journal: Nature Date: 2013-06-05 Impact factor: 49.962
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