Aging reduces kisspeptin receptor (GPR54) expression levels in the hypothalamus and extra‑hypothalamic brain regions

  • Authors:
    • Ushodaya Mattam
    • Noble Kumar Talari
    • Venkata Ramana Thiriveedi
    • Mohammed Fareed
    • Sathya Velmurugan
    • Kalyankar Mahadev
    • Naresh Babu V. Sepuri
  • View Affiliations

  • Published online on: July 15, 2021     https://doi.org/10.3892/etm.2021.10451
  • Article Number: 1019
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Abstract

Aging leads to the diminished pulsatile secretion of hypothalamic gonadotropin‑releasing hormone (GnRH). Kisspeptin (Kp), the upstream regulator of the hypothalamic‑pituitary‑gonadal (HPG) axis, regulates GnRH synthesis and release through its cognate receptor, G‑protein coupled receptor 54 (GPR54). In turn, GnRH regulates GPR54 expression. GnRH administration into the third ventricle has been shown to induce neurogenesis in different brain regions in old age. However, aging‑associated changes in hypothalamic and extra‑hypothalamic GPR54 expression were unclear. Therefore, the expression levels of GPR54 were evaluated in various brain regions of adult (age, 3‑4 months) and old (age, 20‑24 months) male Wistar rats in the present study. In the hypothalamus, mRNA and protein levels of Kp and GPR54 were identified to be significantly decreased in old age. Furthermore, GnRH1 expression in the hypothalamus was analyzed to observe the functional consequence of a reduced Kp‑GPR54 system in the hypothalamus. It was found that hypothalamic GnRH1 levels were significantly decreased in old age. As GnRH regulates GPR54 levels, GPR54 was examined in extra‑hypothalamic regions. GPR54 levels were found to be significantly decreased in the hippocampus and medulla and pons in old‑age rats when compared to adult rats. Notably, GPR54 expression was observed in the frontal lobe, cortex, midbrain and cerebellum of adult and old‑age rats; however, the difference between the two groups was not statistically significant. To the best of our knowledge, this is the first study that provides the quantitative distribution of GPR54 in different brain regions during aging. Thus, the reduced levels of Kp and its receptor, GPR54 in the hypothalamus could be cumulatively responsible for reduced levels of GnRH observed in old age.

Introduction

Aging is a complex process and is associated with several alterations, including a decline in the activity of the hypothalamic-pituitary-gonadal (HPG) axis, hormonal abnormalities, cognitive impairments and depression (1). Aging is accompanied by a decrease in pulsatile luteinizing hormone (LH) secretion due to a decline in the pulsatile secretion of gonadotropin-releasing hormone (GnRH)/LH (2-4). A recent study describes that aging could be accompanied by decreased expression of arcuate (ARC) nucleus kisspeptin (Kp) along with neurokinin B and dynorphins (5). However, neuronal projections expressing Kp from the hypothalamic anteroventral periventricular nucleus (AVPV) play a pivotal role in the regulation of GnRH along with Kp expressed in the ARC nucleus (6). Kps are a family of peptide products known to stimulate GnRH secretion and play an important role in fertility and reproduction by regulating the HPG axis. Kp acts through G-protein coupled receptor 54 (GPR54) and numerous studies reported the presence and functions of Kp or GPR54 in various types of tissue and organs (7-9). In the brain, the Kp-GPR54 system functions predominantly to control the reproductive process (10). In the hypothalamus, the increased GPR54 signaling initiates puberty, whereas its loss of function delays pubertal onset (11,12).

In addition to its major function as an upstream regulator of the HPG axis, the Kp-GPR54 system also triggers several other signaling pathways. The role of the Kp-GPR54 system in reproductive and non-reproductive functions was indicated in a previous study (13). Numerous studies reported that Kp induces phospholipase C enzyme activity through GPR54 (14,15). Additionally, it has been shown that mutation of GPR54 elicits prolonged activation of the ERK signaling pathway in response to Kp (16). Furthermore, loss of function of GPR54 is known to be associated with hypogonadotropic hypogonadism (17). Therefore, the loss or gain of function of the GPR54 receptor determines the specificity and importance of appropriate signaling of the Kp-GPR54 system (13).

The Kp-GPR54 system has been extensively investigated in the hypothalamus. Certain studies suggest that GPR54 is expressed in the hippocampus and amygdala (8,9). However, its expression in other brain regions, such as the medulla, pons, cerebellum, midbrain, frontal lobe and cortex requires further investigation. Moreover, age-induced alterations, if any, could elucidate the potential role of Kp-GPR54 in other regions of the brain besides the hypothalamus. In aging, GnRH administration has been shown to promote neurogenesis in the hypothalamus, hippocampus and other brain regions. Additionally, GnRH travels to other brain regions to affect the aging process (18). Furthermore, GnRH regulates GPR54 levels (19). Therefore, the aim of the present study was to evaluate the expression of GPR54 in different brain regions, including the hypothalamus, hippocampus, medulla, pons, cerebellum, midbrain, frontal lobe and cortex in adult (age, 3-4 months) and old (age, 20-24 months) male Wistar rats.

Materials and methods

Animals

Male Wistar rats representing two different age groups, adult (age, 3-4 months; n=8) and old (age, 20-24 months; n=8) were procured from the Indian Council of Medical Research Institute, National Institute of Nutrition (Hyderabad, India) for use in the present study. The rats were housed at room temperature (23-24˚C), in 12-h light/dark cycle and relative humidity of 55-60%. Food and water were provided ad libitum and cage changes were at random intervals. The study was approved by the Institutional Animal Ethics Committee (IAEC) of the University of Hyderabad (approval no. UH/IAEC/NBVS/2019-I/03). All procedures were performed according to IAEC guidelines

The rats were anesthetized with 290 mg/kg body weight avertin via intraperitoneal injection and sacrificed by decapitation. The brains were removed by dissection and the various regions, including the hypothalamus, hippocampus, cortex, midbrain, frontal lobe, medulla and pons and cerebellum were isolated (20,21). All tissue samples were stored at -80˚C until analysis.

RNA isolation and reverse transcription

Total RNA was isolated from the hypothalamus and other regions of the brain using TRIzol® (Thermo Fisher Scientific, Inc.) according to the manufacturer's protocol. Total RNA was dissolved in nuclease-free water and quantified using a NanoDrop™ Spectrophotometer (Thermo Fisher Scientific, Inc.). cDNA was synthesized using an iScript cDNA Synthesis Kit (Bio-Rad Laboratories, Inc.).

Quantitative (q)PCR

qPCR was performed using the SYBR™ Green (Applied Biosystems; Thermo Fisher Scientific, Inc.) detection method to assess GPR54, Kiss1 and GnRH1 mRNA expression levels. qPCR was performed using 40 ng cDNA from each sample (Adult, n=4; Old, n=4). By using the first-strand cDNA template from each sample, the target and reference genes were amplified separately. The primer sequences for GPR54, Kiss1, GnRH1 and GAPDH were as follows: GPR54 forward, 5'-GCGGCCACAGATGTCACTTT-3' and reverse, 5'-AGGTGGGCAGCGGATAGA-3'; Kiss1 forward, 5'-GCTGCTGCTTCTCCTCTGTGT-3' and reverse, 5'-CTGTTGGCCTGTGGGTTCA-3'; GnRH1 forward, 5'-GCAGAACCCCAGAACTTCGA-3' and reverse, 5'-CAACGCCAAGGAGCTCAAGT-3'; GAPDH forward, 5'-TATCACTCTACCCACGGCAAG-3' and reverse, 5'-ATACTCAGCACCAGCATCACC-3'. Amplification was performed using an Applied Biosystems Power SYBR-Green PCR Master Mix (2X; Thermo Fisher Scientific, Inc.) and Applied Biosystems™ 7500 Real-Time PCR System (Thermo Fisher Scientific, Inc.). The reaction set-up for PCR was as follows: 1 µl 10-pmol forward primer, 1 µl 10-pmol reverse primer, 10 µl Power SYBR-Green PCR Master Mix (2X) and 8 µl (40 ng) cDNA in a total reaction volume of 20 µl. The standard thermocycling conditions were as follows: Initial denaturation at 95˚C for 10 min, followed by 40 cycles of denaturation at 95˚C for 15 sec and 60˚C for 1 min. Single amplification of the product and absence of primer-dimer formation was confirmed by dissociation curves. Cycle threshold (Cq) values were taken from the exponential phase of PCR amplification. The expression levels of target genes, GPR54, Kiss1 and GnRH1 were normalized to GAPDH expression (ΔCq=target gene Cq-GAPDH Cq) and the relative quantity of target mRNA expression in each sample was equal to 2-ΔΔCq (22).

Western blotting

Tissue samples were Dounce homogenized in lysis buffer (50 mM Tris-HCl, pH 8.0, 150 mM NaCl, 1% Nonidet P-40 and 0.5% sodium deoxycholate) supplemented with protease inhibitors to a final concentration of 10% homogenate. Lysates were sonicated and centrifuged at 10,000 x g for 5 min at 4˚C, clear supernatants were collected and the protein concentration was estimated using the Bradford Method (23). Each sample (50 µg protein/lane) was separated by 12% SDS-PAGE (24) and electrophoretically transferred onto a nitrocellulose membrane. Blocking was performed with 5% non-fat milk for 1 h at room temperature and washed with PBS with 0.05% tween 20 (PBST) three times each 5 min. The membrane was probed with the following primary antibodies: Anti-GPR54 (dilution, 1:1,000; cat. no. GTX100374; GeneTex, Inc.) and anti-Kp (dilution 1:1,000; cat. no. GTX337642; GeneTex, Inc.) antibodies for 12 h at 4˚C, washed three times at 5 min each with PBS followed by anti-rabbit horseradish peroxidase-conjugated secondary antibody for 2 h at room temperature (dilution, 1:2,000; cat. no. SC2357; Santa Cruz Biotechnology, Inc.). The blots were washed with PBS and developed using ECL™ Prime (Cytiva) and an imaging system (Chemidoc; Bio-Rad Laboratories, Inc.). Densitometry was performed using ImageJ 1.49v Software (National Institutes of Health).

Statistical analysis

Data were analyzed using unpaired Student's t-test for comparison between the two groups. Results are expressed as the mean ± standard error of the mean and P<0.05 was considered to indicate a statistically significant difference. SigmaPlot 11.0 software (Systat Software, Inc.) was used for statistical analysis.

Results

Aging-associated decreases in GPR54, Kiss1 and GnRH1 mRNA levels are observed in the hypothalamus

Neuronal projections expressing Kp from the hypothalamic AVPV region play a pivotal role in the regulation of GnRH along with Kp expressed in the ARC nucleus (6). Age-dependent decline in Kp expression levels has been observed in the hypothalamic ARC nucleus of the brain (5). However, it remains unclear whether AVPV Kp levels also alter with aging. Furthermore, it is essential to determine the steady-state levels of the Kp target receptor, GPR54, to understand the Kp-GPR54 mediated signaling mechanism.

To investigate the age-associated changes of GPR54, Kiss1 and GnRH in the hypothalamus, the hypothalamic brain region from adult and old-aged rats was isolated in the present study. qPCR was performed from total cDNA to estimate the relative mRNA levels of GPR54, Kiss1 and GnRH. Notably, a significant decrease was observed in the mRNA levels of GPR54, Kiss1 and GnRH in old-age rats when compared with adult rats (Fig. 1; P<0.05). These results indicate the important role of GPR54, Kiss1 and GnRH1 in the aging process.

Aging-associated decreases in GPR54 and Kp protein levels are observed in the hypothalamus

As an aging-associated decrease was observed in GPR54 and Kiss1 mRNA levels in the hypothalamus, the present study investigated whether GPR54 and Kp protein levels were also altered during the aging process. To examine this, western blotting was conducted to analyze the protein levels of GPR54 and Kp. A decrease in GPR54 and Kp protein levels was observed in the hypothalamus of the old-age rats when compared with that of the adult rats (Fig. 2; P<0.05). These results indicate the strong association between GPR54 and Kp levels at the mRNA and protein levels.

Aging-associated alterations in GPR54 expression are observed in the extra-hypothalamic brain region

The Kp-GPR54 system has been evaluated extensively in the hypothalamus. However, few studies reported the expression of GPR54 in the amygdala and hippocampus. Furthermore, it has been shown that the Kp-GPR54 system modulates real-time synaptic transmission in the hippocampus, likely through signaling pathways and their associated trophic factors and tyrosine kinase receptors (25). This indicates that the Kp-GPR54 system has a selective function in other brain regions besides the hypothalamus.

Aging is characterized by diminished neurogenesis and GnRH administration is known to reverse this age-induced effect in the hypothalamus and hippocampus. Furthermore, GnRH administration appeared to exert similar effects in other brain regions (18), which indicates that GnRH travels within the brain to promote neurogenesis. Additionally, GnRH is also known to regulate GPR54 levels (19). In the present study, an age-dependent reduction of GnRH levels was observed in the hypothalamus region. However, whether expression of GPR54 regulates the aging process in extra-hypothalamic regions requires further investigation. To date, to the best of our knowledge, no studies have documented the expression of GPR54 in other regions of the brain.

To evaluate whether GPR54 is expressed in other regions of the brain, extra-hypothalamic brain regions, such as the hippocampus, frontal lobe, cortex, midbrain, cerebellum, medulla and pons were isolated and the mRNA and protein levels of GPR54 were evaluated.

In the hippocampus, GPR54 mRNA was observed in adult and old-age rats; however, the difference between adult and old-age rats was not statistically significant (Fig. 3). Indeed, the protein levels of GPR54 were significantly decreased in old-age rats when compared with adult rats (Fig. 4A; P<0.05). In the medulla and pons, the relative mRNA expression of GPR54 was significantly increased in old-age rats when compared with that in adult rats (Fig. 3; P<0.05). By contrast, the protein levels were decreased in old-age rats compared with that in adult rats (Fig. 4B; P<0.05). In the frontal lobe, the relative mRNA expression of GPR54 was significantly increased in old-age rats when compared with that in adult rats (Fig. 3; P<0.05). Although GPR54 protein expression was observed in the adult and old-age rat groups, the difference between adult and old age rats was not statistically significant (Fig. 5).

GPR54 mRNA levels were significantly increased in the cortex of old-age rats when compared to that in adult rats (Fig. 3; P<0.05); however, the same tendency was not observed in GPR54 protein expression levels where the difference between adult and old-age rats was not statistically significant (Fig. 5). In the midbrain, similar findings to the frontal lobe and cortex were observed, that is to say, a significant increase in GPR54 mRNA levels was observed in old-age rats when compared with adult rats (Fig. 3; P<0.05) and no significant difference in GPR54 protein levels was observed between the two groups (Fig. 5). Although GPR54 mRNA and protein expression was observed in adult and old-age rats in the cerebellum, the difference was not statistically significant (Figs. 3 and 5).

Discussion

Kp was initially recognized as a metastasis suppressor (26). Subsequently, a strong association between the Kp-GPR54 system and the HPG axis was identified in the control of reproduction. Kp mediates pulsatile secretion of gonadotropins, LH and follicle stimulating hormone, via GnRH (6). During old age, such pulsatile LH secretion is reduced due to the deterioration of the GnRH/LH pulse generator (3,4). A previous study indicated that this is accompanied by a decrease in the expression of Kp, dynorphin and neurokinin B during the aging process (5). The role of the Kp-GPR54 system has been extensively investigated in the hypothalamus. Although certain studies state that GPR54 is also expressed in the hippocampus and amygdala (8,9), its association with aging has not been elucidated. Notably, in a recent study, the functional importance of the Kp-GPR54 system was evaluated in rat brain hippocampus and neuronal cell lines (27). Therefore, it is considered important to evaluate GPR54 expression in extra-hypothalamic regions. Furthermore, to the best of our knowledge, there are no studies on GPR54 expression and its association with aging in extra-hypothalamic brain regions, such as the midbrain, frontal lobe, cortex, cerebellum, medulla and pons.

Aging leads to the loss of various physiological functions and ultimately decreases life span (1). In addition to its role in regulating sex hormones, GnRH was known to restore aging-impaired neurogenesis (18). Previously, it was demonstrated that GnRH treatment induces neurogenesis in the hypothalamus, hippocampus and other brain regions (18). Kps are the upstream regulator of GnRH and controlled regulation of the Kp-GPR54 system could be important for aging. Notably, Kp expression was controlled by oestradiol, while GPR54 expression was regulated by GnRH (19). Thus, in line with existing literature, the present study aimed to examine the expression of Kp, GPR54 and GnRH in different brain regions of rats to elucidate the molecular changes that occur during aging. To the best of our knowledge, this is the first study describing the expression of GPR54 and its association with aging in various brain regions.

To evaluate the age-associated changes of Kp, GPR54 and GnRH in the hypothalamus, the hypothalamus of adult and old-age rats was examined in the present study. Numerous studies have described the presence and pivotal role of Kp and GPR54 in the hypothalamus (28-31). Furthermore, in several species, including humans, peripheral administration of Kp is known to stimulate GnRH release in the hypothalamus (1,29,32-38). All of these studies demonstrate that the Kp-GPR54 system plays an important role in pubertal maturation, reproduction and GnRH release. In the present study, hypothalamic GPR54 mRNA expression was demonstrated to be significantly reduced in old-age rats when compared with adult rats. Accordingly, hypothalamic GPR54 protein levels were also significantly decreased in the old-age rats. Similarly, hypothalamic Kp mRNA and protein levels were observed to be decreased in old-age rats when compared with adult rats. A previous study has shown that Kp regulates GnRH mRNA expression (35). Various lines of evidence indicate that GnRH levels are decreased in old age (1,36,37). Furthermore, hypothalamic GnRH1 mRNA levels were identified to be significantly decreased in old-age rats when compared to adult rats in the present study. GnRH protein levels were not evaluated, as it is a well-established fact that aging diminishes GnRH secretion in rodents and mammals (1,36,37). Decreased hypothalamic Kp levels may be responsible for reduced levels of hypothalamic GnRH1. In the present study, it was hypothesized that decreased expression of GPR54 in the hypothalamus during aging may be due to decreased GnRH expression. However, further studies are required to elucidate the functional importance of the Kp-GPR54 system in aging.

Initially, Lee et al (9) identified GPR54 mRNA expression across rat brain regions through Northern blot analysis and in situ hybridization techniques. The authors observed that GPR54 mRNA was predominant in limbic brain regions, including the hypothalamus, hippocampus and periaqueductal grey regions. However, a limitation of the study was the lack of a detailed quantitative description of GPR54 protein expression (9). GnRH neurons co-expressing GPR54 have been confirmed by in situ hybridization and feedback regulation of gonadotropin secretion by the Kp-GPR54 system was also demonstrated (39). However, in situ hybridization of GPR54 mRNA was identified to be similar among juvenile and adult mice (40). By contrast, GnRH neurons expressing GPR54 were found to increase from the postnatal period to adulthood in mice (41).

As GnRH induces neurogenesis in hypothalamic and extra-hypothalamic regions during aging and as it regulates GPR54 expression, the present study investigated GPR54 expression in extra-hypothalamic regions, including the frontal lobe, cortex, midbrain, cerebellum, hippocampus, medulla and pons. In the hippocampus, GPR54 protein levels were significantly decreased in old-age rats when compared with that in adult rats. However, the difference in GPR54 mRNA expression between those groups was not identified to be statistically significant. A previous study identified that age-impaired neurogenesis in the hippocampus was prevented by GnRH treatment (18). In the present study, it was hypothesized that decreased GPR54 expression in the hippocampus could be attributed to the decreased synthesis of GnRH in the hypothalamus. In the medulla and pons, GPR54 mRNA levels were significantly increased in old-age rats when compared to that of adult rats. In contrast to the mRNA levels, GPR54 protein levels were decreased in the old-age rats when compared to the adult rats. The decrease in GPR54 protein expression could be due to GnRH control, as GnRH is known to travel to other brain regions, not just the hypothalamus and hippocampus (19). In the frontal lobe, the GPR54 mRNA levels were significantly increased in old-age rats when compared to that of adult rats. However, the difference in GPR54 protein expression between old age rats and adult rats was not statistically significant. Similar results were observed in the cortex and midbrain.

Various factors are known to affect mRNA and protein expression in aging. For example, perturbed translational control (42,43). It is evident that aging is accompanied by a loss of translational control that leads to the shutdown of protein synthesis of specific mRNAs (42,43). In general, it preserves the protein homeostasis that prevents the production of excessive quantities of undesirable proteins for normal cellular function (42,43). Regulation of protein synthesis is a common determinant of longevity (42,43). Therefore, reducing translational factors that reduce mRNA translation could be an adaptive response to increase longevity or it could be associated with an age-associated decline in cellular functions (42,43). In the present study, GPR54 mRNA and protein expression in the cerebellum were not observed to be significantly different between old-age and adult rats. The present study hypothesized that this could be due to a deficiency in translation of GPR54 in these particular regions, however, further studies are required to confirm this hypothesis.

There are only a small number of studies regarding the function of GPR54 across extra-hypothalamic brain regions, therefore this is less well understood. In one study, the presence of the Kp-GPR54 system in the dentate gyrus of the hippocampus has been shown to modulate the synaptic excitability via the MAP kinase pathway (25,44). Another study described the presence of GPR54 in all three layers of the dentate gyrus and in the CA3 pyramidal cell layer region, indicating the role of GPR54 in the proper functioning of the hippocampus (41). In our recent study, Kp was demonstrated to preserve mitochondrial function by inducing autophagy/mitophagy in the hippocampus of aging rat brains and neuronal cell lines (27). The mechanistic details of Kp-induced autophagy/mitophagy were also demonstrated. The silencing of GPR54 was shown to diminish the effects of Kp-induced autophagy/mitophagy. Thus, as Kp protects mitochondrial health in the hippocampus of rat brains, it could also be used as a therapeutic target in hippocampus-associated impairments, such as memory, cognitive aging and other diseases associated with mitochondrial dysfunction.

The present study supports previous findings on GPR54 expression outside the hypothalamic regions. In addition, the altered expression of GPR54 among adults and old-age rats suggests a role of GPR54 in the aging process, although whether it is a cause or effect remains unknown. Thus, further investigations are required to investigate the functional significance of GPR54 in different brain regions with respect to aging.

Acknowledgements

Not applicable.

Funding

Funding: The present study was supported by a National Post-Doctoral Fellowship grant (to UM; grant. no. PDF/2016/000191) from the Department of Science and Technology, Science and Engineering Research Board, Government of India and New Delhi. Department of Biotechnology, Government of India (to NBVS; grant no. BT/PR10319/BRB/10/1267/2013).

Availability of data and materials

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

Authors' contributions

UM performed the research. NKT, VRT and MF helped UM with the experiments. UM and NBVS designed the research. UM, KM and NBVS analyzed the data. UM, NKT, KM, SV and NBVS discussed and interpreted the data. UM, NKT and NBVS wrote the paper. NBVS and UM can confirm the authenticity of all the raw data. All authors read and approved the final version of the manuscript.

Ethics approval and consent to participate

The study was approved by the Institutional Animal Ethics Committee (IAEC) of the University of Hyderabad (approval no. UH/IAEC/NBVS/2019-I/03). All procedures were performed according to IAEC guidelines

Patient consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

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September-2021
Volume 22 Issue 3

Print ISSN: 1792-0981
Online ISSN:1792-1015

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Copy and paste a formatted citation
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Spandidos Publications style
Mattam U, Talari NK, Thiriveedi VR, Fareed M, Velmurugan S, Mahadev K and Sepuri NV: Aging reduces kisspeptin receptor (GPR54) expression levels in the hypothalamus and extra‑hypothalamic brain regions. Exp Ther Med 22: 1019, 2021.
APA
Mattam, U., Talari, N.K., Thiriveedi, V.R., Fareed, M., Velmurugan, S., Mahadev, K., & Sepuri, N.V. (2021). Aging reduces kisspeptin receptor (GPR54) expression levels in the hypothalamus and extra‑hypothalamic brain regions. Experimental and Therapeutic Medicine, 22, 1019. https://doi.org/10.3892/etm.2021.10451
MLA
Mattam, U., Talari, N. K., Thiriveedi, V. R., Fareed, M., Velmurugan, S., Mahadev, K., Sepuri, N. V."Aging reduces kisspeptin receptor (GPR54) expression levels in the hypothalamus and extra‑hypothalamic brain regions". Experimental and Therapeutic Medicine 22.3 (2021): 1019.
Chicago
Mattam, U., Talari, N. K., Thiriveedi, V. R., Fareed, M., Velmurugan, S., Mahadev, K., Sepuri, N. V."Aging reduces kisspeptin receptor (GPR54) expression levels in the hypothalamus and extra‑hypothalamic brain regions". Experimental and Therapeutic Medicine 22, no. 3 (2021): 1019. https://doi.org/10.3892/etm.2021.10451