Literature DB >> 31189592

Genome sequencing and transcriptome analyses of the Siberian hamster hypothalamus identify mechanisms for seasonal energy balance.

Riyue Bao1,2, Kenneth G Onishi3, Elisabetta Tolla4, Fran J P Ebling5, Jo E Lewis6, Richard L Anderson7, Perry Barrett7, Brian J Prendergast3,8, Tyler J Stevenson9.   

Abstract

Synthesis of triiodothyronine (T3) in the hypothalamus induces marked seasonal neuromorphology changes across taxa. How species-specific responses to T3 signaling in the CNS drive annual changes in body weight and energy balance remains uncharacterized. These experiments sequenced and annotated the Siberian hamster (Phodopus sungorus) genome, a model organism for seasonal physiology research, to facilitate the dissection of T3-dependent molecular mechanisms that govern predictable, robust, and long-term changes in body weight. Examination of the Phodopus genome, in combination with transcriptome sequencing of the hamster diencephalon under winter and summer conditions, and in vivo-targeted expression analyses confirmed that proopiomelanocortin (pomc) is a primary genomic target for the long-term T3-dependent regulation of body weight. Further in silico analyses of pomc promoter sequences revealed that thyroid hormone receptor 1β-binding motif insertions have evolved in several genera of the Cricetidae family of rodents. Finally, experimental manipulation of food availability confirmed that hypothalamic pomc mRNA expression is dependent on longer-term photoperiod cues and is unresponsive to acute, short-term food availability. These observations suggest that species-specific responses to hypothalamic T3, driven in part by the receptor-binding motif insertions in some cricetid genomes, contribute critically to the long-term regulation of energy balance and the underlying physiological and behavioral adaptations associated with the seasonal organization of behavior.
Copyright © 2019 the Author(s). Published by PNAS.

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Keywords:  obesity; proopiomelanocortin; seasonal; triiodothyronine

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Year:  2019        PMID: 31189592      PMCID: PMC6600942          DOI: 10.1073/pnas.1902896116

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


Rheostatic regulation of physiological processes is pervasive (1), and naturally occurring, long-term programmed seasonal reproduction and energy balance is one salient example. High-amplitude seasonal cycles in energy balance and somatic growth are common in nature and provide a unique and valuable opportunity to identify the genomic and molecular pathways involved in rheostatic control of physiology (2–5). Siberian hamsters (Phodopus sungorus) exhibit marked changes in energy balance as they adapt from a summer to a winter environment in nature: a decrease in day length (i.e., photoperiod) below ∼13 h light/day triggers seasonal infertility, anorexia, and a dramatic decrease in body fat (2). Consequently, Phodopus provide a unique and important model for neuroendocrine, physiological, and behavioral mechanisms that govern long-term seasonal regulation of body weight and reproduction (2, 5); these robust phenotypic changes in physiology and behavior can be recapitulated in the laboratory with manipulations of day length (photoperiod) alone. Triiodothyronine (T3)-responsive neuro-glial substrates figure prominently in the transduction of photoperiod signals into the neuroendocrine system. T3-responsive targets in the central nervous system (CNS) constitute an evolutionarily conserved system that orchestrates morphological brain plasticity in the service of timing seasonal biology (6, 7). Enzymes that act on thyroid hormones, in particular the iodothyronine deiodinases (type 2 and 3; DIO2 and DIO3, respectively) respond to seasonal changes in photoperiod-driven melatonin secretion and govern peri-hypothalamic catabolism of the prohormone thyroxine (T4), which limits T3-driven changes in neuroendocrine activity. T3 induces ligand-dependent rearrangement of the thyroid hormone receptor (TR), and T3 drives the vast majority of TR-induced gene expression (8). Increased hypothalamic T3 production in long summer days, driven in most amniotes by peri-hypothalamic DIO2-mediated conversion of T4 to the biologically active hormone T3, activates anabolic neuroendocrine pathways that maintain reproductive competence and increase body weight. Decreased T3 signaling is afforded by peri-hypothalamic DIO3 expression, which catabolizes T4 and T3 into receptor-inactive amines, and is associated with adaptation to reproductively inhibitory photoperiods (9–12). In diverse taxa, DIO2 and DIO3 responses to environmental cues (e.g., photoperiod, or hours of light per day) have established links between tissue-specific patterns of T3 signaling and seasonal changes in reproduction and ponderal growth/regression (2, 6). Conspicuously absent are insights into how T3 signaling impacts hypothalamic orexigenic/anorexigenic neuropeptide systems that govern changes in energy balance mandatory to support these seasonal cycles of reproduction and life history.

Results and Discussion

Characterization of the Siberian Hamster Genome and Photoperiodic Diencephalon.

Seasonal changes in day length are sufficient to induce a constellation of changes in Siberian hamster physiology that support adaptation to and survival of winter: exposure to a short-day photoperiod (SD) causes molt to a more insulative fur (Fig. 1) and gonadal involution (P < 0.001; Fig. 1), body weight is strikingly reduced in SD, white adipose tissue is depleted (P < 0.001; Fig. 1), and brown adipose tissue thermogenic capacity is augmented (13). Nocturnal foraging persists throughout the winter months, but metabolic rate is decreased through daily torpor, which conserves energy (14). The absence of comprehensive genomic information for Phodopus has limited molecular insights into the physiological processes that regulate these seasonal adaptations in energy balance. To address this deficiency, we used Illumina sequencing to draft the Siberian hamster genome (; ref. 15). To complement genome annotation and to identify molecular pathways involved in energy balance, a seasonal hypothalamic transcriptome was also sequenced and annotated. Transcriptomic analyses were performed on hypothalamic RNA from adult male hamsters following adaptation to long-day (LD) and SD photoperiods. Over 5,000 unique transcripts were identified, and 32 exhibited significant expression changes between the photoperiods [false discovery rate (FDR) < 0.05-corrected; ] with the top differentially expressed protein-coding transcripts shown (Fig. 1). Multiple RNAs that have previously been implicated individually in the long-term, neuroendocrine control of reproductive physiology were identified, including thyrotropin-stimulating hormone subunit-β (tshβ), neuropeptide VF precursor (npvf), and iodothyronine deiodinase type III (dio3; Fig. 1 and ). Gene ontology (GO) analyses identified a photoperiodic transcriptome strikingly enriched (FDR-corrected P < 0.05) for cellular activity related to hormone secretion and neuropeptide signaling (). Common to many (n = 10) GO terms enriched by photoperiod in the hypothalamic transcriptome was proopiomelanocortin (pomc), a neuropeptide that is centrally implicated in energy balance, suggesting that pomc may be a first-order neuropeptide in the rheostatic regulation of body weight by seasonal changes in photoperiod.
Fig. 1.

Seasonal hypothalamic transcriptome in Siberian hamsters. Compared with long-day photoperiod (LD; > 13 h light/day), adaptation to short-day photoperiod (SD) induces multiple physiological adaptations including (A) pelage molt, from agouti (Right) to white (Left) fur, (B) gonadal regression, and (C) decreased body mass (B and C depict mean ± SEM; ***P < 0.001). (D) RNA-seq analyses revealed extensive plasticity in RNA expression for transcripts associated with neuroendocrine function. Rows indicate individual transcripts identified at a group level to be significantly (FDR < 0.05) up-regulated (red) or down-regulated (blue) by SD photoperiod. Columns indicate individual hamsters (biological replicates; LD: n = 8; SD: n = 8). (E) Following adaptation to LD or SD photoperiods, expression of multiple transcripts associated with energy balance, food intake, and neuroendocrine function changed in dissected hypothalamic tissue: thyrotrophin-stimulating hormone β (tshβ), iodothyronine deiodinase type II (dio2) and type III (dio3), and proopiomelanocortin (pomc). These mRNAs are anatomically localized to the pars tuberalis (PT, tshβ), the ependymal cells (EC, dio2, dio3) lining the third ventricle, or the arcuate nucleus (Arc, pomc).

Seasonal hypothalamic transcriptome in Siberian hamsters. Compared with long-day photoperiod (LD; > 13 h light/day), adaptation to short-day photoperiod (SD) induces multiple physiological adaptations including (A) pelage molt, from agouti (Right) to white (Left) fur, (B) gonadal regression, and (C) decreased body mass (B and C depict mean ± SEM; ***P < 0.001). (D) RNA-seq analyses revealed extensive plasticity in RNA expression for transcripts associated with neuroendocrine function. Rows indicate individual transcripts identified at a group level to be significantly (FDR < 0.05) up-regulated (red) or down-regulated (blue) by SD photoperiod. Columns indicate individual hamsters (biological replicates; LD: n = 8; SD: n = 8). (E) Following adaptation to LD or SD photoperiods, expression of multiple transcripts associated with energy balance, food intake, and neuroendocrine function changed in dissected hypothalamic tissue: thyrotrophin-stimulating hormone β (tshβ), iodothyronine deiodinase type II (dio2) and type III (dio3), and proopiomelanocortin (pomc). These mRNAs are anatomically localized to the pars tuberalis (PT, tshβ), the ependymal cells (EC, dio2, dio3) lining the third ventricle, or the arcuate nucleus (Arc, pomc).

Role of T3 in Hypothalamic pomc Regulation.

Across diverse taxa thyroid hormone signaling plays a central role in regulating seasonal physiology via actions in the brain and in the periphery (4, 5). To further examine how thyroid hormone signaling interacts with pomc in the regulation of seasonal energy balance, hypothalamic expression of pomc, along with other genes, the protein products of which participate in CNS regulation of food intake and energy balance (npy, agrp, cart), was quantified in LD and SD hamsters following 2 wk of daily T3 treatment (5 µg; s.c.). Adaptation to SD decreased (Fig. 2 and ), and T3 injections increased (Fig. 2) body weight. Adaptation to SD also significantly down-regulated expression of pomc, consistent with prior reports (16–18) Moreover in SD, T3 increased hypothalamic pomc expression to a level indistinguishable from that exhibited in LD (P < 0.05; Fig. 2). Photoperiod did not alter npy, agrp or cart expression (P > 0.05, all comparisons; ), and T3 was likewise without effect on npy or agrp (P > 0.05, both comparisons; ), but did up-regulate cart expression in SD (). Taken together, these data suggest, among hypothalamic appetitive neuropeptides, a relatively selective effect of T3 on pomc.
Fig. 2.

Long-term photoperiodic regulation of hypothalamic pomc expression. Mean ± SEM (A) change in body mass and (B) hypothalamic pomc mRNA expression in adult male Siberian hamsters following 8 wk of exposure to LD (blue bars) or SD (red bars) and 2 wk of daily treatment with T3 (5 µg; s.c.). (A) T3 treatment increased body mass in LD and in SD (***P < 0.001). (B) SD inhibited hypothalamic pomc expression in saline-treated controls (*P < 0.01 vs. LD saline). T3 suppressed pomc expression in LD-treated hamsters (P < 0.05) but increased pomc expression in SD (#P < 0.05). (C) PROMO analysis identified thyroid hormone receptor 1b (Thrb)-binding motifs in the Siberian hamster pomc proximal promoter, and phylogenetic analyses of the pomc proximal promoter indicated that the hamster-specific Thrb motif has evolved multiple times in the Cricetidae family (indicated by red font). Mean ± SEM (D) change in body mass and (E) hypothalamic pomc mRNA expression in adult male and female Siberian hamsters subjected to a 16-h interval of food deprivation (FR) or maintained on ad libitum feeding (AL) after 12 wk of exposure to LD (blue bars) or SD (red bars). (D) FR decreased body mass in both LD and SD (***P < 0.001 vs. AL). (E) SD significantly reduced hypothalamic pomc (*P < 0.05) but FR did not significantly affect hypothalamic pomc mRNA expression (*P = 0.54 within LD; P = 0.07 within SD).

Long-term photoperiodic regulation of hypothalamic pomc expression. Mean ± SEM (A) change in body mass and (B) hypothalamic pomc mRNA expression in adult male Siberian hamsters following 8 wk of exposure to LD (blue bars) or SD (red bars) and 2 wk of daily treatment with T3 (5 µg; s.c.). (A) T3 treatment increased body mass in LD and in SD (***P < 0.001). (B) SD inhibited hypothalamic pomc expression in saline-treated controls (*P < 0.01 vs. LD saline). T3 suppressed pomc expression in LD-treated hamsters (P < 0.05) but increased pomc expression in SD (#P < 0.05). (C) PROMO analysis identified thyroid hormone receptor 1b (Thrb)-binding motifs in the Siberian hamster pomc proximal promoter, and phylogenetic analyses of the pomc proximal promoter indicated that the hamster-specific Thrb motif has evolved multiple times in the Cricetidae family (indicated by red font). Mean ± SEM (D) change in body mass and (E) hypothalamic pomc mRNA expression in adult male and female Siberian hamsters subjected to a 16-h interval of food deprivation (FR) or maintained on ad libitum feeding (AL) after 12 wk of exposure to LD (blue bars) or SD (red bars). (D) FR decreased body mass in both LD and SD (***P < 0.001 vs. AL). (E) SD significantly reduced hypothalamic pomc (*P < 0.05) but FR did not significantly affect hypothalamic pomc mRNA expression (*P = 0.54 within LD; P = 0.07 within SD). Regulation of gene expression by T3 occurs via binding to the TRs, which in turn bind to thyroid hormone response elements (TREs) in the DNA sequence. TREs are composed of half-sites, the spacing and orientation of which can affect their regulatory ability (19, 20). In silico analyses of the pomc proximal promoter sequence using PROMO (21, 22) identified two thyroid-receptor 1b (Thrb) half-sites: TCC-TGG-TGA and TCA-CCT-GGA (), indicating that T3 may be capable of directly regulating pomc transcription. These specific binding motifs were not identified in the proximal promoter for npy, agrp, or cart, consistent with the relative specificity and selectivity illustrated in Fig. 2 () and suggesting a privileged role for pomc among the hypothalamic targets of T3 in signal transduction relevant to seasonal changes energy balance. Indeed, a phylogenic analysis of pomc proximal promoters across a range of species revealed that this specific Thrb motif has evolved in the Cricetidae family (Fig. 2). To further evaluate responsiveness of the hamster-specific Thrb motif in the regulation of pomc, GH3 cells were transfected with a Siberian hamster or the mouse pomc proximal promoter sequence upstream of a luciferase reporter gene, and the ability of T3 to drive luciferase activity was evaluated; however, this assay indicated that T3 was no more effective than hormone-free vehicle in driving transcriptional activity (P >0.30; ). The inadequacy of T3 alone in driving luciferase activity in this assay may indicate that additional intracellular signaling pathways are required, or that functional T3-driven transcriptional regulation at the pomc proximal promoter requires distal enhancer elements.

Regulation of Hypothalamic pomc Expression by Photoperiod vs. Food.

POMC per se is functionally inert, but it is cleaved into multiple peptides, one of which, α-melanocyte–stimulating hormone, is a potent inhibitor of food intake (23). The pomc-knockout mice are obese (24), and acute starvation markedly down-regulates pomc expression, indicative of its central role in energy homeostasis (25). Therefore, we assessed the impact of acute food restriction on body weight and responses of hypothalamic neuropeptides related to energy homeostasis (pomc, cart, npy, and argp). Male and female hamsters were acutely (16 h) food-restricted (FR) after 12 wk of adaptation to LD or SD photoperiods. Again, hamsters weighed less in SD (P < 0.001; ) and acute FR further reduced body weight in both photoperiods (P < 0.001; Fig. 2), suggesting a comparable challenge to energy homeostasis in both groups. FR also significantly up-regulated hypothalamic expression of neuropeptides that play key roles in food intake and energy balance: npy, agrp, and cart (P < 0.05, all comparisons; ), but failed to significantly inhibit pomc expression (P > 0.05; Fig. 2), consistent with prior reports (16–18). Taken together, these data indicate that hypothalamic pomc is not inhibited by acute negative energy balance in Siberian hamsters but support the hypothesis that pomc expression is instead associated with longer-term (seasonal) states of metabolic change, specifically those linked to predictive changes in body weight and metabolism associated with seasonal/photoperiodic adjustments.

General Discussion

Here we present the sequencing and annotation of the Siberian hamster genome, a model organism for seasonal biology. The availability of well-described intergenic regions facilitated the identification of TR-binding motifs in a key neuropeptide involved in the regulation of energy balance, pomc. These hypothalamic transcriptomic analyses also identified several other well-described molecular markers that are regulated by photoperiodic cues: RNA-seq analyses identified changes in transcripts associated with the neuroendocrine control of reproduction, including follicle-stimulating hormone subunit-β (fshβ), prolactin (prl), and progesterone receptor (pgr). Moreover, we identified several previously uncharacterized transcripts involved in neuronal communication such as Glutamate metabotropic receptors (grm) and Gamma-aminobutyric acid type A receptor (gabr). Several noncoding RNA (e.g., mir133b) were also observed to exhibit photoperiodic variation in expression and suggest that a complex level of molecular plasticity is involved in the seasonal neuroendocrine regulation of energy balance yet to be uncovered. Mechanistic assessments confirmed that dio3 and pomc were transcriptionally controlled by photoperiod in a manner that effects a down-regulation of T3 and POMC-mediated signaling in winter. Importantly, seasonal changes in pomc are not merely a consequence of changes in appetite or food intake (16–18). Enhancing T3 signaling counteracted the short-day photoperiodic inhibition of pomc, suggesting that interactions between T3 and pomc may be in a superordinate position to drive seasonal energetic transitions. Siberian hamsters have emerged as a key model species for investigations of biological rhythms on an annual timescale (26, 27). The hamster genome elaborated in this paper, combined with the prevalence of enrichment for POMC signaling in the RNA-seq data, directly facilitated identification of the insertions of Thrb-binding motifs in the pomc proximal promoter, which was subsequently also identified in seasonally breeding Syrian hamsters, deer mice, and prairie voles. One noteworthy pattern was increased pomc expression in LD hamsters, which defend a higher body weight set point and classify as obese. An observation based on common biomedical mammalian models, e.g., mice and humans, is that pomc has anorexigenic effects on food intake and appetite because of RNA splicing directed to the production of α-MSH as the principal neuropeptide. In Siberian hamsters, however, the actions of pomc may be driven by posttranslational modifications such as increased carboxypeptidase E expression to drive alternative pomc slicing and neuropeptide synthesis (28). The present study replicates multiple prior reports in Siberian hamsters, which exhibit decreases in body mass after ∼4 wk of exposure to SD (9–12), a winter decrease in body weight typical of other Cricetidae such as deer mice and prairie voles (28), which exhibit Thrb motifs in the pomc promoter. Thrb half-sites are also found in the pomc promoter of Syrian hamsters, which, unlike voles, deer mice, and Phodopus, initially exhibit modest increases in body mass and later decreases in body mass over the course of prolonged exposure to SD (30, 31). We suspect that neuroendocrine pathways other than TREs in the pomc promoter may explain these differences. Indeed, paralleling these species differences in body mass responses to SD are notable differences in the temporal regulation of dio3 expression in the hypothalamus. Syrian hamsters exhibit little-to-no dio3 expression in the hypothalamus for the first 10 wk in SD (32), an interval during which body mass responses are presumably being initiated. A delayed dio3 response to SD would be predicted to allow elevated, LD-like, T3 signaling to persist in the hypothalamus over the initial interval of exposure to SD and perhaps allow this species to exhibit transient weight gain. This would be consistent with the temporal expression of dio3 and body weight change seen under natural photoperiod conditions in Siberian hamsters (33). Additionally, Syrian and Siberian hamsters may differ in the extent to which the abrupt square-wave photoperiod transitions deployed in laboratory investigations synchronize changes in body weight, compared with timing under natural photoperiodic cycles. The results of experiment 4 provide convergent evidence in support of pomc as a prime candidate for long-term photoperiodic regulation of energy balance, independent of short-term energetic cues. FR elicited the expected increases in npy and agrp, but was completely ineffective in inhibiting pomc, confirming other reports in this species (16–18). Indeed, a nonsignificant paradoxical increase in pomc was observed in SD hamsters, which may reflect an additional layer of photoperiodic modulation of the response to food deprivation. Prior work indicated a relative insensitivity of hypothalamic pomc, body mass, luteinzing hormone, or follicle-stimulating hormone to leptin in LD hamsters (16). Collectively, these data indicate that hypothalamic pomc expression is regulated by longer-term predictive cues such as photoperiod (likely via T3 signaling) independent of more proximal energetic cues such as those that reference short-term food availability (e.g., FR) or adiposity (i.e., leptin). Finally, the availability of an annotated genome and hypothalamic transcriptome of a highly seasonal mammal may permit deeper understanding of the molecular signaling pathways that translate environmental cues into seasonal biological signals, which is relevant for understanding and mitigating the impact of seasonal disruption on health and well-being in human and nonhuman animals (34).

Methods and Materials

Additional details of experimental protocols are described in .

Animal Use and Ethics.

All procedures were approved by the Animal Care and Use Committee at the University of Chicago, the National Institutes of Health Guide for the Care and Use of Laboratory Animals (35), or the Animal Welfare and Ethics Review Board at the University of Aberdeen, and were conducted under the Home Office license (PPL 70/7917). All procedures were in accordance with the ARRIVE guidelines. Siberian hamsters (P. sungorus) were used in these studies. Hamsters were housed in polypropylene cages illuminated for 15 h or 9 h per day (LD or SD, respectively; lights off at 1700 hours CST). Food [Teklad (formerly Harlan)] and filtered tap water were provided ad libitum.

Genome Sequencing, De Novo Assembly, and Transcriptome Analyses.

The data analysis workflow for genome assembly and annotation is outlined in . Genomic DNA was extracted from liver tissue of two adult male hamsters using DNeasy (Qiagen; catalog #69504), and the quantity was determined using Nanodrop spectrophotometry (ThermoFisher Scientific). One paired-end library with a 250-bp insert size were prepared and sequenced on an Illumina HiSeq2000 instrument at The University of Chicago Genomic Facility. A total of 918 million 100-bp paired-end reads were generated achieving a depth of 37× (). Hypothalamic RNA was extracted using Qiagen RNeasy (catalog #74104), and quantity was assessed using Nanodrop. Paired-end libraries were prepared and sequenced on an Illumina HiSeq 2000 instrument at The University of Chicago Genomic Facility. The transcriptome was reconstructed using a Trinity de novo assembly pipeline (v2013-02-25) (36). Transcripts differentially expressed between groups were identified at both gene and isoform level using the Bioconductor package edgeR (37), with samples of the same group as biological replicates within the group. See for expression fold change and FDR-corrected P values.

Quantification of Hypothalamic RNA Expression.

The hypothalamus was dissected and expression of tshβ, deiodinase type II (dio2), and deiodinase type III (dio3) were measured to confirm photoperiod manipulation (). Hypothalamic RNA was extracted from tissues using TRIzol (ThermoFisher Scientific). cDNA was synthesized using SuperScript III (Invitrogen), and cDNA was stored at −20 °C. qPCRs for mRNA expression in hypothalamic tissue were performed using Bio-Rad CFX96. , describes the qPCR parameters for each target and reference transcript. We used PCR Miner (38) to calculate reaction efficiencies and cycle thresholds, and samples were evaluated based on the Minimum Information for Publication of Quantitative Real-Time PCR guidelines (39).

In Situ Hybridization of Select Photoperiodic Genes.

mRNA distribution of select photoperiodic genes (tshβ, dio2, dio3, pomc) were examined in coronal hypothalamic sections by radioactive in situ hybridization. Twenty-micron–thick sections of the hypothalamus were cut and mounted onto poly-l-lysine–coated slides. Riboprobes were generated from cloned PCR-generated fragments as previously described (33). In situ hybridization was carried out as previously described (40).

Photoperiodic and Triiodothyronine Regulation of pomc.

Hamsters were group-housed in LD (n = 15) or transferred to SD (9L:15D; n = 16) cabinets for 8 wk (Arrowmight). LD and SD hamsters were then divided into two treatment groups that received daily saline control (LD+S and SD+S) or 5-µg T3 injections (LD+T3 and SD+T3). The final treatment group sample sizes were LD+S (n = 9), LD+T3 (n = 6), SD+S (n = 8), and SD+T3 (n = 8). These dose and injection regimens were selected based on previous work (41–43).

Impact of Food Restriction on pomc Expression.

This experiment used adult (∼6 mo of age; n = 23) male and female Siberian hamsters. Hamsters were housed in LD (n = 12) or transferred to SD for 12 wk. Body weights were measured before photoperiodic treatment (0 wk) and then at 2-wk intervals through week 12, shortly before lights off. On the last day of the experiment, a subset of LD and SD hamsters was kept on food ad libitum (n = 10) or had food completely removed (i.e., food restriction; FR, n = 13). FR started just before lights-out on the final night. Overall, there were four experimental groups: ad libitum-fed LD (n = 5), ad libitum-fed SD (n = 5), LD-FR (n = 7), and SD-FR (n = 6).

Statistical Analyses.

Sigmaplot was used for all statistical analyses unless stated otherwise. For experiments 2 and 4, we conducted repeated two-way ANOVAs to examine the impact of SD treatment on body weight. We conducted two-way ANOVAs for experiment 2 (factors: photoperiod vs. T3 injection) and experiment 4 (factors: photoperiod and food restriction) to analyze the effect of daily T3 injections or food restriction on the change in body weight and hypothalamic gene expression. Significance was determined at P < 0.05.
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9.  Transcriptome analyses of nine endocrine tissues identifies organism-wide transcript distribution and structure in the Siberian hamster.

Authors:  Calum Stewart; Graham Hamilton; Christopher J Marshall; Tyler J Stevenson
Journal:  Sci Rep       Date:  2022-08-08       Impact factor: 4.996

10.  Day-night and seasonal variation of human gene expression across tissues.

Authors:  Valentin Wucher; Reza Sodaei; Raziel Amador; Manuel Irimia; Roderic Guigó
Journal:  bioRxiv       Date:  2022-01-11
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