Abstract
Seizures have a bidirectional relationship to sleep deprivation; sleep loss increases seizure susceptibility and duration, while seizures disrupt sleep (Mituzaite et al., 2021; Konduru et al., 2021). This study tested whether two treatments, cannabidiol (CBD) and Zizyphus jujube extract, reduced seizure activity in Drosophila melanogaster . We hypothesized the treatments would decrease seizure duration and increase seizure latency in sleep-deprived bang-sensitive ( sesB 9Ed-4 ) and temperature-sensitive ( sei P ) mutants, respectively. Sleep-deprived sesB 9Ed-4 flies treated with Z. jujube showed reduced seizure duration and both treatments increased seizure latency in sleep-deprived sei P flies. This demonstrates CBD and Z. jujube have anti-convulsant activity in the Drosophila model.
Figure 1. Seizure susceptibility of sesB 9Ed-4 and sei P flies in response to sleep deprivation and treatment with CBD and Z. jujube .
A) The schedule of sleep deprivation and seizure assays for all fly genotypes. Female flies were collected in days 1-2 and placed in individual vials on either treatment or control food for days 3-5. On day 6, half of the collected flies were subjected to sleep deprivation (SD), and the other half were allowed to maintain their natural sleep pattern (NSD). Then, on day 7, the appropriate seizure assay was performed. B) Seizure duration for sesB 9Ed-4 heterozygous flies fed standard cornmeal media, CBD, and Z. jujube media. Sleep deprivation increased seizure duration across all treatments (F (1, 137) =10.99, p=0.0012) and Z. jujube treatment reduced seizure duration as compared to CBD treatment (t=4.43, p=0.0001) and control media (t=2.93, p=0.012) regardless of sleep state. C) Latency to seize for sei P mutants fed standard cornmeal media, CBD, and Z. jujube media. CBD and Z. jujube both increased the latency to seize in SD sei P flies compared to SD flies fed standard cornmeal media (CBD: t=4.20, p=0.006; Z. jujube : t=-7.96, p<0.0001). Flies treated with Z. jujube had increased latency to seizure as compared to CBD-treated flies for both sleep conditions (NSD: t=-3.59, p=0.006; SD: t=-4.34, p=0.0003). Asterisks indicate statistically significant comparisons.
Description
Epilepsy and seizures are serious health concerns, and more effective treatments are needed to support the affected population (Shneker and Fountain 2003). Currently approved medications for epilepsy vary in effectiveness; for instance, approximately one-third of epilepsy patients have drug-resistant epilepsy, meaning their seizures do not respond to medication (Löscher et al., 2020).
Epilepsy has been shown to reduce both the duration and quality of sleep, which in turn increases the likelihood of seizures, leading to longer, more severe episodes and a self-reinforcing cycle (Piperidou et al., 2008; Roliz and Kothare 2022). This demonstrates the bidirectional relationship between sleep deprivation and seizures (Bonilla-Jamie et al., 2021; Stirling et al., 2023). Using two separate seizure mutant genotypes in Drosophila melanogaster , Lucey et al. (2015) demonstrated that this relationship holds true in flies by showing that sleep deprivation increased seizure duration and decreased latency to seizure – defined as the time to paralysis onset. That work provides a model system to test potential drugs to treat epilepsy and reduce seizure susceptibility and severity.
This study used two D. melanogaster mutants that are commonly used to study seizures. The first, stress-sensitive B ( sesB 9Ed-4 ), exhibits seizure-like behavior and paralysis following mechanical stress, such as vortexing. This is due to a mutation in the sesB gene that encodes an adenine nucleotide translocase (ANT), which has a high degree of sequence similarity to mammalian ANTs (Louvi and Tsitilou 1992; Zhang et al., 1999). Though mutations in human ANT are not directly linked with human seizure disorders, experimental evidence has demonstrated that sesB expression is altered in a Drosophila model of Dub15q epilepsy, a human genetic disorder associated with drug-resistant epilepsy (Hope et al., 2020). The second mutant, sei P , displays similar seizure behavior in response to temperature stress, such as immersion in a warm water bath. This mutation affects a gene that encodes a voltage-gated potassium channel, and it is directly orthologous to the human ether-a-go-go related gene (hERG; Jackson et al., 1985; Titus et al., 1997). hERG is associated with the cardiac Long QT Syndrome (LQTS) in humans (Curran et al., 1995). Many LQTS patients also experience seizures, and work in Drosophila (Hill et al., 2019) as well as mammalian systems (Warmke et al., 1994; Chiesa et al., 1997; Wymore et al., 1997; Sacco et al., 2003; Johnson et al., 2009) indicate that both orthologs are expressed and function in the nervous system. The sei P allele leads to a shorter latency to seizure and a lower temperature threshold for temperature stress-induced paralysis (Zheng et al., 2014).
Two prospective antiepileptic drugs (AEDs) include cannabidiol (CBD) and Zizyphus jujube extract. CBD has demonstrated anticonvulsant effects in various seizure models, including increasing the seizure threshold and reducing seizure duration in electroshock-induced seizures in mice (Chesher and Jackson 1974; Jones et al., 2012; Devinsky et al., 2024). Unlike many AEDs, CBD has minimal impact on motor function, protects against neuronal loss, acts as an antioxidant, and does not accelerate neural signaling. Instead, it reduces chemically induced seizures, making it a promising candidate for treating both partial and generalized seizures (Jones et al., 2012; Golub and Reddy 2021).
Z. jujube is commonly referred to as a Chinese date, and it is used in the practice of traditional Chinese medicine. Z. jujube has been shown to treat fatigue and sleep deprivation because of its flavonoid antioxidants that reduce stress (Agrawal et al., 2023). A study was conducted to investigate the anticonvulsant effects of Z. jujube extract on chemically and electrically induced seizures in rats. When rats were administered maximum electric shock that induced a seizure, a 1000 mg/kg dosage of Z. jujube produced significant protection from seizure (Pahuja et al., 2011).
Seizure activity was assessed in sesB 9Ed-4 and sei P mutants and the appropriate controls raised on standard cornmeal media and transferred to individual vials at the age of 1-2 days. When flies were transferred to individual vials, they were either maintained on standard media or treated with CBD or Z. jujube for three days ( Fig. 1A ) . Female flies were used to maintain consistency with previously published experiments (Lucey et al., 2015). Control flies, CS and w 1118 did not exhibit seizures, so the data are not included in the figures or statistical analyses.
An Aligned Rank Transform (ART) test was used to compare the experimental groups because not all the data sets had a normal distribution. The ART main effects testing indicated that both treatment (F (2, 137) =10.2, p=7.6x10 -5 ) and sleep condition (F (1, 137) =10.99, p=0.0012) had a significant effect on the duration of seizures in sesB 9Ed-4 flies ( Fig. 1B ), while there was no significant interaction between the two factors (F (2, 137) =0.41, p=0.67). As expected, sleep deprivation led to an increase in seizure duration across all treatments for the sesB 9Ed-4 flies. The effect of sleep deprivation is consistent with previously published results (Lucey et al., 2015). Post-hoc ART-C results indicate that treatment with Z. jujube decreases seizure duration across both sleep conditions as compared to the control media (t=2.93, p=0.012) and CBD treatment (t=4.43, p=0.0001). CBD treatment did not have a significant effect on seizure duration as compared to controls (t=1.12, p=0.79). The Z. jujube results are consistent with our hypothesis, though is it surprising that CBD did not have a similar effect given previous results in other organisms (Golub and Reddy 2021). These results suggest that Z. jujube treatment counteracted the effects of sleep deprivation in the sesB 9Ed-4 genotype, reducing seizure duration to a similar level to untreated flies that were not sleep-deprived.
A similar experiment was performed with sei P flies raised on control, CBD or Z. jujube treatment media. The ART main effects testing with the sei P experiment indicated that treatment had a significant effect on latency to seize (F (2, 229) =29.37, p=4.43x10 -12 ), and there was a significant interaction between treatment and sleep state (F (2, 229) =12.81, p=5.29x10 -6 ) even though sleep state alone did not have a significant effect across all treatments (F (1, 229) =3.47, p=0.064). Given the interaction between treatment and sleep state, ART-C post-hoc analysis included pair-wise comparisons between all the experimental groups. As expected, sleep deprivation decreased latency to seize in flies fed control media ( Fig. 1C, blue bars; t=4.99, p<0.0001). SD flies fed either CBD or Z. jujube media had significantly longer latency to seizure than those fed standard cornmeal media ( Fig. 1C, striped bars; CBD: t=4.20, p=0.006; Z. jujube : t=-7.96, p<0.0001). These findings indicate that both treatments effectively mitigated the effects of sleep deprivation in the sei P genotype, increasing seizure latency. Additionally, sei P flies treated with Z. jujube showed increased latency to seize as compared with flies treated with CBD for both sleep states ( Fig. 1C, grey and green bars; NSD: t=-3.59,p=0.006; SD: t=-4.34, p=0.0003), suggesting that Z. jujube may have greater anti-convulsant activity than CBD.
Results from this study support the hypothesis that natural products such as CBD or Z. jujube possess potential anticonvulsant properties that reduce seizure duration and slow the onset of seizure. This work demonstrates that these drugs are effective in D. melanogaster, which provides a model system in which future experiments can explore their mechanism of action. Interestingly, CBD treatment was ineffective in the sesB 9Ed-4 mutants, but it was effective in the sleep-deprived sei P mutants. Differences in efficacy may allow researchers to better understand the mechanisms of these treatments.
Methods
Fly Stocks/Strains. Canton-S, sesB 9Ed-4 , w 1118 , and sei P flies were obtained through the Bloomington Drosophila Stock Center. Female flies from the CS, w 1118 , and sei P stocks were collected and put on control or treatment media. For the sesB 9Ed-4 experiments, a cross between sesB 9Ed-4 virgin females and CS males was performed to obtain heterozygous sesB 9Ed-4 females without the balancer chromosome. Female offspring with wild-type eyes were collected and put into individual vials with the appropriate media. CS flies were used as the wild-type control for sesB9 Ed-4 , and w 1118 flies were used as the control for sei P (Zheng et al., 2014; Lucey et al., 2015).
Control & Treatment Food. The control food was Nutri-Fly Bloomington Formulation (Genesee Scientific) prepared according to the manufacturer’s instructions. The treatment media contained 100 mM CBD (Abdulla 2021) or 1% Z. jujube extract made as described by Hou et al. (2023).
Sleep Deprivation. Sleep deprivation was achieved by using the Sleep Nullifying Apparatus (SNAP) and 24 hours of ambient light (Melnattur et al., 2020). and was initiated at ZT 12. The SNAP rotated from +60º to -60º roughly every two seconds. Non-sleep-deprived flies were maintained with a 12-hour light:12-hour dark cycle without physical perturbation (Day 6, see Fig. 1A ). This protocol was demonstrated to increase seizure susceptibility in flies by Lucey, et al. (2015).
Seizure Assays. Seizure assays were performed as described by Lucey, et al. (2015). After sleep deprivation, the CS and sesB 9Ed-4 heterozygous flies were transferred to individual vials without food and vortexed on the maximum setting for 10 seconds. After vortexing, the time it took for each fly to resume normal activity, such as standing upright or climbing the sides of the vial, was recorded as the seizure duration. Similarly, after sleep deprivation, the w 1118 and sei P mutants were put into individual vials without food and submerged in a 39ºC water bath. The time at which the fly was paralyzed was recorded as the latency to seizure.
Statistical Analysis. The Shapiro Normality Test was applied to all data sets for both genotypes, and some sets were not consistent with normality. To detect differences in seizure duration and seizure latency, an Aligned Rank Transform (ART) test was performed using the ARTool package in R (Wobbrock et al., 2011). ART is a non-parametric equivalent to a two-factor ANOVA. Post-hoc analyses were performed using the ART-C tool (Elkin et al., 2021) using the Bonferroni method to correct for multiple comparisons and the p-values reported in the text reflect the adjusted values. For the sesB 9Ed-4 post-hoc analysis, treatments were compared across both sleep conditions because the main effects analysis indicated no interaction between the sleep condition and treatment type. In contrast, the main effects analysis for the sei P data indicated an interaction between sleep condition and treatment, so pairwise comparisons were performed to determine the interactions.
Reagents
|
Drosophila strains |
Genotype |
Identifier |
Available from |
|
sei P |
w 1118 ; P{w +mC =EPg}sei HP21840 |
BDSC_21935 |
Bloomington Drosophila Stock Center |
|
w 1118 |
w 1118 |
BDSC_3605 |
Bloomington Drosophila Stock Center |
|
sesB 9Ed-4 |
y 1 sesB 9Ed-4 v 1 f 1 /FM6 |
BDSC_8863 |
Bloomington Drosophila Stock Center |
|
CS |
Canton-S |
BDSC_64349 |
Bloomington Drosophila Stock Center |
Acknowledgments
We’d like to thank Eric Berns and Ruth Hein for ensuring we had all the research materials needed, and Dr. Cristian Allen for helping with the statistical analyses. Funding for this project was provided by the Wartburg College Biology Department. Thank you to the Bloomington Drosophila Stock Center for providing the fly stocks for this experiment.
Funding Statement
Funding was provided by the Wartburg College Biology Department.
References
- Abdulla AR. 2021. Cannabinoid and serotonin interactions in Drosophila melanogaster locomotor activity [dissertation]. [Houston, TX]: University of Houston. 1-83. https://hdl.handle.net/10657/9324.
- Agrawal Priya, Singh Talever, Pathak Devender, Chopra Himansu. An updated review of Ziziphus jujube: Major focus on its phytochemicals and pharmacological properties. Pharmacological Research - Modern Chinese Medicine. 2023 Sep 1;8:100297–100297. doi: 10.1016/j.prmcm.2023.100297. [DOI] [Google Scholar]
- Bonilla-Jaime Herlinda, Zeleke Helena, Rojas Asheebo, Espinosa-Garcia Claudia. Sleep Disruption Worsens Seizures: Neuroinflammation as a Potential Mechanistic Link. International Journal of Molecular Sciences. 2021 Nov 20;22(22):12531–12531. doi: 10.3390/ijms222212531. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chesher G. B., Jackson D. M. Anticonvulsant effects of cannabinoids in mice: Drug interactions within cannabinoids and cannabinoid interactions with phenytoin. Psychopharmacologia. 1974;37(3):255–264. doi: 10.1007/bf00421539. [DOI] [PubMed] [Google Scholar]
- Chiesa Nicoletta, Rosati Barbara, Arcangeli Annarosa, Olivotto Massimo, Wanke Enzo. A Novel Role for HERG K + Channels: Spike‐Frequency Adaptation . The Journal of Physiology. 1997 Jun 1;501(2):313–318. doi: 10.1111/j.1469-7793.1997.313bn.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Curran Mark E, Splawski Igor, Timothy Katherine W, Vincen G.Michael, Green Eric D, Keating Mark T. A molecular basis for cardiac arrhythmia: HERG mutations cause long QT syndrome. Cell. 1995 Mar 1;80(5):795–803. doi: 10.1016/0092-8674(95)90358-5. [DOI] [PubMed] [Google Scholar]
- Devinsky Orrin, Jones Nicholas A., Cunningham Mark O., Jayasekera B. Ashan P., Devore Sasha, Whalley Benjamin J. Cannabinoid treatments in epilepsy and seizure disorders. Physiological Reviews. 2024 Apr 1;104(2):591–649. doi: 10.1152/physrev.00049.2021. [DOI] [PubMed] [Google Scholar]
- Elkin Lisa A., Kay Matthew, Higgins James J., Wobbrock Jacob O. An Aligned Rank Transform Procedure for Multifactor Contrast Tests. The 34th Annual ACM Symposium on User Interface Software and Technology. 2021 Oct 10;:754–768. doi: 10.1145/3472749.3474784. [DOI]
- Golub Victoria, Reddy D. Samba. Cannabidiol Therapy for Refractory Epilepsy and Seizure Disorders. Advances in Experimental Medicine and Biology. 2020 Dec 18;:93–110. doi: 10.1007/978-3-030-57369-0_7. [DOI] [PubMed]
- Hill Alexis S., Jain Poorva, Folan Nicole E., Ben-Shahar Yehuda. The Drosophila ERG channel seizure plays a role in the neuronal homeostatic stress response. PLOS Genetics. 2019 Aug 8;15(8):e1008288–e1008288. doi: 10.1371/journal.pgen.1008288. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hope Kevin A., Johnson Daniel, Miller P. Winston, Lopez-Ferrer Daniel, Kakhniashvili David, Reiter Lawrence T. Transcriptomic and proteomic profiling of glial versus neuronal Dube3a overexpression reveals common molecular changes in gliopathic epilepsies. Neurobiology of Disease. 2020 Jul 1;141:104879–104879. doi: 10.1016/j.nbd.2020.104879. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hou Zhiying, Zhu Deqi, Gao Xinchang, Zhao Li, Yang Hui, Wang Qiong, Zhao Yufen, Wang Ning. Antiaging and antioxidative effects of water extract of Zizyphus jujuba Mill on Caenorhabditis elegans. Journal of Functional Foods. 2023 Nov 1;110:105829–105829. doi: 10.1016/j.jff.2023.105829. [DOI] [Google Scholar]
- Jackson FR, Gitschier J, Strichartz GR, Hall LM. Genetic modifications of voltage-sensitive sodium channels in Drosophila: gene dosage studies of the seizure locus. The Journal of Neuroscience. 1985 May 1;5(5):1144–1151. doi: 10.1523/jneurosci.05-05-01144.1985. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Johnson J. N., Hofman N., Haglund C. M., Cascino G. D., Wilde A.A.M., Ackerman M. J. Identification of a possible pathogenic link between congenital long QT syndrome and epilepsy. Neurology. 2009 Jan 20;72(3):224–231. doi: 10.1212/01.wnl.0000335760.02995.ca. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jones Nicholas A., Glyn Sarah E., Akiyama Satoshi, Hill Thomas D.M., Hill Andrew J., Weston Samantha E., Burnett Matthew D.A., Yamasaki Yuki, Stephens Gary J., Whalley Benjamin J., Williams Claire M. Cannabidiol exerts anti-convulsant effects in animal models of temporal lobe and partial seizures. Seizure. 2012 Jun 1;21(5):344–352. doi: 10.1016/j.seizure.2012.03.001. [DOI] [PubMed] [Google Scholar]
- Konduru Sai Surthi, Pan Yu‐Zhen, Wallace Eli, Pfammatter Jesse A., Jones Mathew V., Maganti Rama K. Sleep Deprivation Exacerbates Seizures and Diminishes GABAergic Tonic Inhibition . Annals of Neurology. 2021 Sep 15;90(5):840–844. doi: 10.1002/ana.26208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Löscher Wolfgang, Potschka Heidrun, Sisodiya Sanjay M., Vezzani Annamaria. Drug Resistance in Epilepsy: Clinical Impact, Potential Mechanisms, and New Innovative Treatment Options. Pharmacological Reviews. 2020 Jul 1;72(3):606–638. doi: 10.1124/pr.120.019539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Louvi Angeliki, Tsitilou Sonia G. A cDNA clone encoding the ADP/ATP translocase of Drosophila melanogaster shows a high degree of similarity with the mammalian ADP/ATP translocases. Journal of Molecular Evolution. 1992 Jul 1;35(1):44–50. doi: 10.1007/bf00160259. [DOI] [PubMed] [Google Scholar]
- Lucey Brendan P., Leahy Averi, Rosas Regine, Shaw Paul J. A New Model to Study Sleep Deprivation-Induced Seizure. Sleep. 2015 May 1;38(5):777–785. doi: 10.5665/sleep.4674. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Melnattur Krishna, Morgan Ellen, Duong Vincent, Kalra Arjan, Shaw Paul J. The Sleep Nullifying Apparatus: A Highly Efficient Method of Sleep Depriving <em>Drosophila</em>. Journal of Visualized Experiments. 2020 Dec 14;(166) doi: 10.3791/62105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mituzaite Jurga, Petersen Rasmus, Claridge-Chang Adam, Baines Richard A. Characterization of Seizure Induction Methods in Drosophila . eneuro. 2021 Jul 1;8(4):ENEURO.0079–21.2021. doi: 10.1523/eneuro.0079-21.2021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pahuja Monika, Mehla Jogender, Reeta K.H., Joshi Sujata, Gupta Yogendra Kumar. Hydroalcoholic extract of Zizyphus jujuba ameliorates seizures, oxidative stress, and cognitive impairment in experimental models of epilepsy in rats. Epilepsy & Behavior. 2011 Aug 1;21(4):356–363. doi: 10.1016/j.yebeh.2011.05.013. [DOI] [PubMed] [Google Scholar]
- Piperidou Charitomeni, Karlovasitou Anna, Triantafyllou Nikolaos, Terzoudi Aikaterini, Constantinidis Theodoros, Vadikolias Konstantinos, Heliopoulos Ioannis, Vassilopoulos Dimitrios, Balogiannis Stavros. Influence of sleep disturbance on quality of life of patients with epilepsy. Seizure. 2008 Oct 1;17(7):588–594. doi: 10.1016/j.seizure.2008.02.005. [DOI] [PubMed] [Google Scholar]
- Roliz Annie H., Kothare Sanjeev. The Interaction Between Sleep and Epilepsy. Current Neurology and Neuroscience Reports. 2022 Jul 8;22(9):551–563. doi: 10.1007/s11910-022-01219-1. [DOI] [PubMed] [Google Scholar]
- Sacco Tiziana, Bruno Alessandro, Wanke Enzo, Tempia Filippo. Functional Roles of an ERG Current Isolated in Cerebellar Purkinje Neurons. Journal of Neurophysiology. 2003 Sep 1;90(3):1817–1828. doi: 10.1152/jn.00104.2003. [DOI] [PubMed] [Google Scholar]
- Shneker Bassel F, Fountain Nathan B. Epilepsy. Disease-a-Month. 2003 Jul 1;49(7):426–478. doi: 10.1016/s0011-5029(03)00065-8. [DOI] [PubMed] [Google Scholar]
- Stirling Rachel E, Hidajat Cindy M, Grayden David B, D’Souza Wendyl J, Naim-Feil Jodie, Dell Katrina L, Schneider Logan D, Nurse Ewan, Freestone Dean, Cook Mark J, Karoly Philippa J. Sleep and seizure risk in epilepsy: bed and wake times are more important than sleep duration. Brain. 2022 Dec 13;146(7):2803–2813. doi: 10.1093/brain/awac476. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Titus Steven A., Warmke Jeffrey W., Ganetzky Barry. The Drosophila erg K + Channel Polypeptide Is Encoded by the Seizure Locus . The Journal of Neuroscience. 1997 Feb 1;17(3):875–881. doi: 10.1523/jneurosci.17-03-00875.1997. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Warmke J W, Ganetzky B. A family of potassium channel genes related to eag in Drosophila and mammals. Proceedings of the National Academy of Sciences. 1994 Apr 12;91(8):3438–3442. doi: 10.1073/pnas.91.8.3438. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wobbrock Jacob O., Findlater Leah, Gergle Darren, Higgins James J. The aligned rank transform for nonparametric factorial analyses using only anova procedures. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2011 May 7;:143–146. doi: 10.1145/1978942.1978963. [DOI]
- Wymore Randy S., Gintant Gary A., Wymore Rigel T., Dixon Jane E., McKinnon David, Cohen Ira S. Tissue and Species Distribution of mRNA for the i kr -like K + Channel, ERG . Circulation Research. 1997 Feb 1;80(2):261–268. doi: 10.1161/01.res.80.2.261. [DOI] [PubMed] [Google Scholar]
- Zhang Yong Q, Roote John, Brogna Saverio, Davis Andrew W, Barbash Daniel A, Nash David, Ashburner Michael. stress sensitive B Encodes an Adenine Nucleotide Translocase in Drosophila melanogaster. Genetics. 1999 Oct 1;153(2):891–903. doi: 10.1093/genetics/153.2.891. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zheng Xingguo, Valakh Vera, DiAntonio Aaron, Ben-Shahar Yehuda. Natural antisense transcripts regulate the neuronal stress response and excitability. eLife. 2014 Mar 18;3 doi: 10.7554/elife.01849. [DOI] [PMC free article] [PubMed] [Google Scholar]

