Insomnia is an anabatic epidemiology, while the mechanism is extremely complicated; it remains one of the major scientific challenges in life sciences. Because of the advantage of having a similar genetic background and circadian rhythm as those of humans, the Drosophila melanogaster model organism is hugely popular in sleep-related drug screening studies. Seven-day-old virgin D. melanogaster was used to establish the sleep deprivation model by repeated light stimulation at night. Using PySolo activity monitoring system and Drosophila activity as indices, the effective fractions of Zhi-Zi-Hou-Po decoction (ZZHPD) for insomnia were screened; the content of monoamine neurotransmitters dopamine (DA), 5-hydroxyindole-3-acetic acid (5-HIAA), Homovanillic acid (HVA), and 5-hydroxytryptamine (5-HT) in the brain of D. melanogaster were determined by high-performance liquid chromatography-electro-chemical detection. The herb-compound-target-disease target network were further constructed through network pharmacology to identify the potential targets and pathways of ZZHPD in the intervention of insomnia. Finally, the molecular docking method was used for evaluating the binding characteristics of important compounds from ZZHPD with related targets. The results showed that a certain dose of ZZHPD and its petroleum ether, dichloromethane, ethyl acetate, and n-butanol fractions could improve sleep. The dichloromethane fraction from ZZHPD extracts showed the best anti-insomnia effect among all extracts. It can also reduce the content of DA and HVA in the brain of D. melanogaster and increase 5-HT and 5-HIAA levels. The network pharmacology showed that the main active ingredients in ZZHPD included magnolol, honokiol, hesperidin, and so forth. According to the screening conditions, there were 71 targets and the result of KEGG enrichment analysis revealed that 73 pathways were associated with insomnia, which were primarily involved in inflammatory response, central neurotransmitter regulation, and apoptosis to relieve insomnia. The molecular docking results clarified that naringenin and apigenin have an intimate relationship with GABAA receptor, histamine H1, orexin receptor type 2, and interleukin-6. The mechanism of relieving insomnia is the result of the interaction of multi-components, multi-targets, and multi-pathways, which provides a certain theoretical basis for the treatment of insomnia and related diseases as well as clinical research.
Insomnia is an anabatic epidemiology, while the mechanism is extremely complicated; it remains one of the major scientific challenges in life sciences. Because of the advantage of having a similar genetic background and circadian rhythm as those of humans, the Drosophila melanogaster model organism is hugely popular in sleep-related drug screening studies. Seven-day-old virgin D. melanogaster was used to establish the sleep deprivation model by repeated light stimulation at night. Using PySolo activity monitoring system and Drosophila activity as indices, the effective fractions of Zhi-Zi-Hou-Po decoction (ZZHPD) for insomnia were screened; the content of monoamine neurotransmitters dopamine (DA), 5-hydroxyindole-3-acetic acid (5-HIAA), Homovanillic acid (HVA), and 5-hydroxytryptamine (5-HT) in the brain of D. melanogaster were determined by high-performance liquid chromatography-electro-chemical detection. The herb-compound-target-disease target network were further constructed through network pharmacology to identify the potential targets and pathways of ZZHPD in the intervention of insomnia. Finally, the molecular docking method was used for evaluating the binding characteristics of important compounds from ZZHPD with related targets. The results showed that a certain dose of ZZHPD and its petroleum ether, dichloromethane, ethyl acetate, and n-butanol fractions could improve sleep. The dichloromethane fraction from ZZHPD extracts showed the best anti-insomnia effect among all extracts. It can also reduce the content of DA and HVA in the brain of D. melanogaster and increase 5-HT and 5-HIAA levels. The network pharmacology showed that the main active ingredients in ZZHPD included magnolol, honokiol, hesperidin, and so forth. According to the screening conditions, there were 71 targets and the result of KEGG enrichment analysis revealed that 73 pathways were associated with insomnia, which were primarily involved in inflammatory response, central neurotransmitter regulation, and apoptosis to relieve insomnia. The molecular docking results clarified that naringenin and apigenin have an intimate relationship with GABAA receptor, histamine H1, orexin receptor type 2, and interleukin-6. The mechanism of relieving insomnia is the result of the interaction of multi-components, multi-targets, and multi-pathways, which provides a certain theoretical basis for the treatment of insomnia and related diseases as well as clinical research.
Being one of the most
common sleep disorders in the clinic, insomnia
affects 7% adults in the EU and 9–24% adults in the USA.[1,2] It has been estimated that the prevalence of at least one insomnia
symptom is as high as 33% in the general population.[4,5] Stress of society, coupled with negative emotions, including anxiety
are largely the causes of insomnia. Insomnia disorder (ID) is defined
as a disorder of sleep initiation or maintenance, followed by a feeling
of non-restorative sleep and several diurnal consequences ranging
from occupational and social difficulties to cognitive impairment.[5,6,13] The mechanism of insomnia is
complicated, particularly concerning brain regions, function, and
regulation of the sleep-wake process. Modern medicines deem that a
variety of neurotransmitters participate in the regulation of the
circadian rhythms,[2] such as γ-aminobutyric
acid (GABA), which is well-known for improving sleep disturbances.
In favor of the slow-wave sleep, serotonin [5-hydroxytryptamine (5-HT)]
acts as an inhibitory neurotransmitter which is involved in the regulation
of circadian system and cognitive function. Dopamine (DA) makes a
momentous difference to stimulate the organism to improve wakefulness.
5-Hydroxyindole-3-acetic acid (5-HIAA) and Homovanillic acid (HVA)
act separately as their production is parallel to insomnia tendency.
Many studies regard insomnia as a disorder of hyperarousal, but the
causal relationship between hyperarousal and insomnia remains to be
suspicious.Retrospect to 20th century, Drosophila
melanogaster was striking in public as a model organism. D. melanogaster was screened to investigate human
diseases, in which the genetic
background of nearly 75% of human disease genes have corresponding
lineal homologues.[7,8] The use of D. melanogaster in sleep assisting marked a milestone in the year 2000, when researchers
clarified the concept of its sleep.[7,9] Similar to
that of humans, the circadian rhythm and effect of age on sleep demand
of Drosophila, including signal genes
that regulate sleep, are highly conserved among mammals.[9] In addition, the negative effects of impaired
learning, memory, and oxidative stress caused by sleep disturbance
also occur in humaninsomnia. Luis published the regulation of homeostasis
in neuronal excitability through sleep behavior, in which they researched
the effects of Pumilio (Pum) on sleep homeostasis in D. melanogaster, and had identified Pum action on
neural adaptations.[10] Wang utilized Drosophila for screening of sleep-assisting drugs
and ranked the drug potency based on different aspects of sleep regulation.[11] In the initial stage, our group successfully
constructed the Drosophila model of
sleep deprivation and preceded the pharmacodynamics study of Shuangxia
decoction in the treatment of insomnia.[12]Traditional Chinese medicine (TCM) has a long history in the
therapies
of insomnia, which are covered from the perspectives of regulating
central neurotransmitters, influencing sleep-related cytokines, and
improving the structure of the central nervous system (CNS).[2] Zhi-Zi-Hou-Po decoction (ZZHPD), comprises of Gardenia jasminoides Ellis, Magnolia
officinalis Rehd. et Wils, and Citrus
aurantium L, is a traditional Chinese prescription
first recorded in TCM bible, “ShangHanLun”, in the Chinese
Eastern Han Dynasty (Table ).[15] The clinical application of
ZZHPD is primarily to treat depression, and its main ingredient, M. officinalis Rehd. et Wils, has been shown to have
the effect of antidepressant activity.[25] Meanwhile, honokiol has an essential effect on NREM sleep. Several
longitudinal epidemiological studies have indicated that insomnia
is bidirectionally related to anxiety and depression.[3] However, the mechanism in the treatment of insomnia by
ZZHPD is still unclear and requires further exploration.
Table 1
Ingredients of ZZHPD
ingredients
latin Name
GAR
G. jasminoides Ellis
AUR
C. aurantiumL
MAG
M. officinalis Rehd. et Wils
Network pharmacology is the field
in which network biology and
multi-pharmacology are combined with the capability of describing
complex interactions among biological systems of the human body, drugs,
and diseases from a network perspective.[18] In view of the complexity of multi-components, multi-targets, and
synergistic interactions among components of TCM,[19] the interaction between drugs and diseases is explored
through network construction and clarifies the material basis and
underlying mechanisms.In this study, we screened the effective
fractions and explored
the mechanism of ZZHPD therapy for insomnia based on D. melanogaster as the model organism. The concentrations
of monoamine neurotransmitters DA, 5-HIAA, HVA, and 5-HT in the brain
of D. melanogaster were determined.
The multi-components, multi-target characteristics, and molecular
docking verification of network pharmacology were applied to explore
the pharmacological material basis and mechanism.
Results and Discussion
Effects of Fractions in
ZZHPD on Sleep Deprivation
of D. melanogaster
Compared
with the control group, the nocturnal activity intensity of D. melanogaster in the model group significantly
increased while the sleep time was decreased (p <
0.01), which demonstrated the sleep deprivation model by repeated
light stimulation at night (Figure ). The PySolo monitoring system was utilized to monitor
the activity of D. melanogaster. Compared
to the model group, the nocturnal activity in the treatment groups
was weakened. Furthermore, the sleep duration in the positive group,
middle dose of the ZZHPD group, petroleum ether group, dichloromethane
group, ethyl acetate group, and low-dose n-butanol group were significantly
prolonged (P < 0.05, P < 0.01),
especially in the medium dose dichloromethane group. There was no
significant difference among the other groups, suggesting that a certain
dose of ZZHPD and its different effective fractions can improve the
sleep deprivation of D. melanogaster (Figure ).
Figure 1
Locomotor activities
of D. melanogaster within 24 h. Abscissa
is divided into daytime (white bar, 0–700
min) and nighttime (black bar, 700–1400 min). Ordinate displays
the locomotor activities of Drosophila, and the amplitude is positively correlated with the intensity of
activity. (a) Control group; (b) model group; and (c) administration
group.
Figure 2
Effective fractions of ZZHPD on the sleep time
of D. melanogaster with sleep deprivation.
(a-1–a-3)
Control group, model group, and positive group, with different fractions
of ZZHPD, respectively. PSD represents pentobarbital sodium; PE represents
petroleum ether; DT represents dichloromethane; EA represents ethyl
acetate; and N-B represents n-butanol. #p < 0.05, ##p < 0.01 compared with the control
group, *p < 0.05, **p < 0.01
compared with the model group.
Locomotor activities
of D. melanogaster within 24 h. Abscissa
is divided into daytime (white bar, 0–700
min) and nighttime (black bar, 700–1400 min). Ordinate displays
the locomotor activities of Drosophila, and the amplitude is positively correlated with the intensity of
activity. (a) Control group; (b) model group; and (c) administration
group.Effective fractions of ZZHPD on the sleep time
of D. melanogaster with sleep deprivation.
(a-1–a-3)
Control group, model group, and positive group, with different fractions
of ZZHPD, respectively. PSD represents pentobarbital sodium; PE represents
petroleum ether; DT represents dichloromethane; EA represents ethyl
acetate; and N-B represents n-butanol. #p < 0.05, ##p < 0.01 compared with the control
group, *p < 0.05, **p < 0.01
compared with the model group.
Influence of Neurotransmitters in the Brain
of D. melanogaster
According
to the above research, the dose of each group was used to determine
the influence of DA, 5-HIAA, HVA, and 5-HT in the brain of D. melanogaster. Table indicated that they were sacrificed in liquid
nitrogen, and their brains were screened and weighed, respectively
(n = 10).
Table 2
Weighting Result
of Each Group in Drosophila Brain (n = 10)
group
control
model
PSD
ZZHPD
PE
DT
EA
N-B
weight/mg
4.9
4.6
4.7
4.5
4.8
4.5
4.6
4.8
As shown in Figure , compared with the control
group, the DA level in the brain of D. melanogaster after sleep deprivation was significantly
increased, while those of 5-HT and 5-HIAA significantly decreased
(P < 0.05, P < 0.01). The
situation reversed in the positive and treatment groups. The effect
of the petroleum ether group on neurotransmitters was significant,
suggesting that the effective fraction of ZZHPD is more likely to
play a role.
Figure 3
Influence of neurotransmitters in the brain of D.
melanogaster. DA (a), HVA (b), 5-HT (c), and 5-HIAA
(d) were measured after the administration of different fractions
of ZZHPD. After sleep deprivation, the DA level significantly increased
compared with that of the control group, while those of 5-HIAA and
5-HT decreased. Although the HVA level was not impacted, it is noted
that the neurotransmitters had markedly been restored in the group
of ZZHPD. #p < 0.05, ##p <
0.01 compared with the control group, and *p <
0.05, **p < 0.01 compared with the model group.
Influence of neurotransmitters in the brain of D.
melanogaster. DA (a), HVA (b), 5-HT (c), and 5-HIAA
(d) were measured after the administration of different fractions
of ZZHPD. After sleep deprivation, the DA level significantly increased
compared with that of the control group, while those of 5-HIAA and
5-HT decreased. Although the HVA level was not impacted, it is noted
that the neurotransmitters had markedly been restored in the group
of ZZHPD. #p < 0.05, ##p <
0.01 compared with the control group, and *p <
0.05, **p < 0.01 compared with the model group.
Network Pharmacology
Active Compounds, Drug Targets of ZZHPD,
and ID-Related Targets
The identification of drug–target
interactions is crucial to explicitly understand the mechanism of
compounds’ interaction at the molecular level and to optimize
their therapeutic effect.[24] It is universal
that the higher the content of herbs, the more feasible it is to have
a pharmacological effect play a role in therapy. The components that
have been reported in literature to have a remarkable effect on insomnia
were combined with the quality control compounds of three herbs collected
from literature, and thereby, a total of 33 significant compounds
were collected in ZZHPD (Table ).[25] What is ultimately presented
are important compounds, referred to as ID-related targets, such as
honokiol, hesperidin, and genipinic acid. Finally, 71 related targets
were obtained, which are involved in monoamine neurotransmitter proteins,
inflammatory factors, cell cycle, and apoptotic proteins (Figures and 5).[35−38]
Table 3
Active Compounds in ZZHPDa
compound
(MAG)
molecular
formula
CAS
compound
(AUR)
molecular
formula
CAS
compound
(GAR)
molecular
formula
CAS
honokiol
C18H18O2
35354-74-6
synephrine
C9H13NO2
94-07-5
geniposide
C17H24O10
24512-63-8
magnolol
C18H18O2
528-43-8
hesperidin
C28H34O15
520-26-3
genipinic acid
C11H14O6
6902-78-9
isomagnolol
C18H18O2
87688-90-2
naringin
C27H32O14
10236-47-2
genpin
C11H14O5
6902-77-8
magnoloside A
C29H36O15
113557-95-2
neohesperidin
C28H34O15
13241-33-3
geniposidic acid
C16H22O10
27741-01-1
magnocurarine
C19H24NO3+
6801-40-7
naringenin
C15H12O5
480-41-1
caryoptoside
C17H26O11
139687-24-4
Magnoline
C36H40N2O6
6859-66-1
hesperitin
C16H14O6
520-33-2
ferulic acid
C10H10O4
1135-24-6
syringaresinol
C22H26O8
1177-14-6
rosmarinic acid
C18H16O8
20283-92-5
chlorogenic acid
C16H18O9
327-97-9
houpulin M
C16H16O3
apigenin
C15H10O5
520-36-5
vanillic acid
C8H8O4
121-34-6
6′-O-methylhonokiol
C19H20O2
68592-15-4
6-demethoxylnobiletin
C20H20O7
17290-70-9
crocin
C44H64O24
42553-65-1
caffeic
acid
C9H8O4
331-39-5
rhoifolin
C27H30O14
17306-46-6
rutin
C27H30O16
153-18-4
(R)-oblongine
C19H24NO3
60008-01-7
limonin
C26H30O8
1180-71-8
genipin-1-gentiobioside
C23H34O15
29307-60-6
Houpulin M: 127041818 (PubChem CID).
Figure 4
Venn
and PPI network of ZZHPD. (a) Venn diagram of targets of herb
diseases; and (b) PPI network of common targets.
Figure 5
Topology
analysis network of common targets in ZZHPD. Size of each
label represents its degree; Intensity of the color represents the
value of betweenness centrality.
Venn
and PPI network of ZZHPD. (a) Venn diagram of targets of herb
diseases; and (b) PPI network of common targets.Topology
analysis network of common targets in ZZHPD. Size of each
label represents its degree; Intensity of the color represents the
value of betweenness centrality.Houpulin M: 127041818 (PubChem CID).
Construction of Component-Target-Disease
Network
The network of protein–protein interaction
was established, which possessed the minimum required interaction
score (≥0.9) and hid the disconnected nodes in a string (Figure b).To offset
the disadvantage of having difficulty in getting the closely connected
proteins in protein–protein interaction (PPI) network, we performed
topological analysis with degree by Cytoscape (Figure ). Among the proteins at the top of the topological
analysis, inflammatory cytokines and neurotransmitter receptors account
for the majority, including IL6 and IL2, as well as receptors mediating
the neurotransmitter (HTR1A, DRD2, ADORA1, and DRD3). Furthermore,
AKT1, FOS, and TNF were involved in cell proliferation and apoptosis.
APP associated with neurite growth and neuronal adhesion was collected
with a significant degree. VEGFA, which is a growth factor, played
an essential role in angiogenesis and vasculogenesis. We infer that
ZZHPD may be closely related to the regulation of inflammation, neurotransmitter
receptors, neurite growth, cell proliferation, and apoptosis in the
treatment of insomnia. Previous studies have reported that sleep disorder
is relevant to the inflammatory response, with higher expression of
inflammatory cytokine in insomnia. In particular, the levels of the
pro-inflammatory markers, interleukin IL-6, and the acute-phase protein,
“C-reactive protein”, increased.[26] Dopamine generally exerts its actions on the neuronal circuitry
via a relatively slow modulation of the fast neurotransmission mediated
by glutamate and GABA.[27,28] HTR1B, DRD2, GABRA1, and other
targets associated with the brain CNS are responsible for regulating
neuronal activity. Further, the potential herb-compound-target-disease
target network was constructed via Cytoscape (Figure ).
Figure 6
ZZHPD potential herb-compound-target-disease
target network. Red
nodes represent potential common compound targets in ZZHPD; yellow
nodes represent herbs; purple nodes represent compounds; and blue
nodes represent disease. GAR: G. jasminoides Ellis; AUR: C. aurantium L; and MAG: M. officinalis Rehd. et Wils.
ZZHPD potential herb-compound-target-disease
target network. Red
nodes represent potential common compound targets in ZZHPD; yellow
nodes represent herbs; purple nodes represent compounds; and blue
nodes represent disease. GAR: G. jasminoides Ellis; AUR: C. aurantium L; and MAG: M. officinalis Rehd. et Wils.
Enrichment Analysis of GO and KEGG
To
clearly explore the potential mechanism of ZZHPD on the treatment
of insomnia, DAVID database was utilized to perform GO and KEGG pathway
enrichment analysis. A total of 387 GO entries were identified, which
were mainly enriched in cell signal transduction, cell metabolism,
inflammatory response, apoptosis, and angiogenesis (Figure ). There is exact conformity
with the previous expression of the sleep-wake rhythm, neurotransmitters
in the CNS, and inflammatory response in insomnia. Molecular functions
are mainly reflected in extracellular ligand-gated ion channel activity,
receptor and enzyme binding, and cytokine activity. According to P < 0.05, KEGG enrichment analysis revealed that 73 pathways
were associated with insomnia, including neuroactive ligand–receptor
interaction, TNF signaling pathway, dopaminergic synapse, GABAergic
synapse, and so forth, which were primarily involved in the above
biological process to relieve insomnia (Figure ). We analyzed the top 18 key proteins with
degree by topological analysis and top 10 pathways obtained in KEGG
(Figure ). AKT1, FOS,
RELA, and ADORA1 were more involved in pathways, which further reflects
the activity of ZZHPD in regulating cell apoptosis and anti-inflammatory
activity.
Figure 7
GO enrichment analysis and KEGG pathway analysis of potential targets
in ZZHPD. Size of the bubbles represents the gene counts of this item,
and the colors from cold to warm represent the P values
from large to small; top 15 enriched GO and KEGG pathways with P values; GO: Gene Ontology; KEGG: Kyoto Encyclopedia of
Genes and Genomes.
Figure 8
Analysis of the KEGG
pathway in ZZHPD.
GO enrichment analysis and KEGG pathway analysis of potential targets
in ZZHPD. Size of the bubbles represents the gene counts of this item,
and the colors from cold to warm represent the P values
from large to small; top 15 enriched GO and KEGG pathways with P values; GO: Gene Ontology; KEGG: Kyoto Encyclopedia of
Genes and Genomes.Analysis of the KEGG
pathway in ZZHPD.
Molecular
Docking
Based on the
reports from earlier studies, the binding energy ≤−5.0
kJ·mol–1 was used as the paradigm.[14] As shown in Table and Figure , the analysis results explain that some key compounds
of ZZHPD have an intimate relationship with proteins associated with
insomnia. Honokiol, naringenin, apigenin, and hesperitin have lower
binding energies, suggesting that the index components may play an
important role in insomnia, especially naringenin, as well as apigenin,
whose stable conformation may act directly on GABAA, histamine
H1, and so forth.
Table 4
Docking Results of Quality Control
Compounds in ZZHPD
compound
molecular
formula
binding Energy
values (GABAA)
binding Energy
values (D2 dopamine)
binding energy
values (orexin receptor type 2)
binding energy
values (histamine H1)
binding energy
values (interleukin-6)
magnoline
C36H40N2O6
–3.41
–4.19
–4.19
–2.31
–4.89
genipin
C11H14O5
–3.53
–3.17
–4.28
–2.56
–3.84
rosmarinic acid
C18H16O8
–2.63
–2.54
–4.25
–2.29
–4.21
hesperidin
C28H34O15
–1.45
–1.96
–3.35
–1.41
–2.64
honokiol
C18H18O2
–4.55
–4.3
–4.69
–3.11
–4.24
naringenin
C15H12O5
–5.01
–4.88
–5.23
–6.07
–5.55
magnolol
C18H18O2
–3.54
–3.29
–4.93
–2.98
–4.68
synephrine
C9H13NO2
–3.12
–2.7
–3.17
–2.75
–3.26
apigenin
C15H10O5
–4.58
–4.66
–4.95
–7.08
–5.08
hesperitin
C16H14O6
–5.15
–4.07
–4.82
–3.16
–5.57
ferulic acid
C10H10O4
–3.87
–2.96
–4.97
–3.01
–4.25
caryoptoside
C17H26O11
–2.49
–2.17
–3.17
–1.64
–3.49
Figure 9
Molecular docking results in ZZHPD. (a) Magnolol and interleukin-6;
(b) apigenin and D2 dopamine receptor; (c) naringenin and orexin receptor
type 2; and (d) hesperitin and GABAA receptor.
Molecular docking results in ZZHPD. (a) Magnolol and interleukin-6;
(b) apigenin and D2 dopamine receptor; (c) naringenin and orexin receptor
type 2; and (d) hesperitin and GABAA receptor.
Discussion
Insomnia
is commonly regarded
as a disturbance in the dynamic balance of molecules in the brain
that promote either sleepiness or wakefulness. Based on the reports
about the mechanism of insomnia,[41] we can
learn that insomnia is influenced by various factors which are involved
in disorder of hyperarousal; the relationship between stimulants associated
with sleep promotion, abnormal regulation of the hypothalamic–pituitary–adrenal
axis (HPA), the effects of inflammatory cytokine on slow-wave sleep,[29] involvement of multiple neurotransmitters in
the CNS,[26,30] and circadian rhythm. Prolonged exposure
to light decreases the release of melatonin (MT), which is closely
related to the regulation of sleep cycle, antioxidant damage, sedative,
and hypnotic effects.[31] These identifications
provide a theoretical basis for the treatment of insomnia. ZZHPD comprised
of GAR, AUR, and MAG which are applicable to relieve insomnia caused
by dysphoria. In this research, we preliminarily explored the potential
active components and the mechanism of ZZHPD acting on insomnia.Recently, researchers around the world have used multiple methods
to establish insomnia models in flies, mainly focusing on repeating
light stimulation at night and feeding caffeine.[15−17] The method
of caffeine is based on the fact that caffeine can act on adenosine
and dopamine pathways in the brain to active neurons. It is a common
drug-induced pattern with simple preparation and significant effect,
which is suitable for behavioral studies of animals with insomnia.
But the inhomogeneity for drug-dose, or individual variation between
the flies leads to between-group variance. Furthermore, it is a paradox
that the signal pathway-confirmed mechanism for drugs to screen sedative
hypnotic activity with various substances interact with the organism
simultaneously. The pattern of repeating light stimulation at night,
with no interference from exogenous drugs, is appropriate for research
on mechanism of action. Since some of the flies may be insensitive
to light condition, the model has possibility of intra-group differences.
Hence, we selected the second approach for mechanism exploration.
Repeating light stimulation at night can successfully replicate the
model of sleep deprivation in D. melanogaster. According to activity monitoring, a certain dose of ZZHPD and its
petroleum ether fraction, dichloromethane fraction, ethyl acetate
fraction, and n-butanol fraction could improve sleep
in sleep-deprived D. melanogaster,
which significantly increased the sleep duration in the medium-dose
dichloromethane group. Further, experiments indicated that the above
effective fractions could reduce the level of DA coupled with its
metabolite HVA and increase 5-HT and 5-HIAA levels in the brain of D. melanogaster after sleep deprivation. Based on
the neurotransmitters in the CNS, we investigated the effective fractions
of ZZHPD on neurotransmitters. It is definite that a certain dose
of ZZHPD and its different effective fractions have an effect on relieving
sleep to regulate circadian rhythmicity. It may affect the release
of monoamine neurotransmitters and amino acid neurotransmitters to
cooperate with multiple neurotransmitters to improve insomnia.Given the exploration of the neurotransmitters in the CNS, from
the perspective of network pharmacology, we revealed the material
basis and the mechanism of ZZHPD in the treatment of insomnia. Index
components and vital components reported in literature were utilized
to explore the intervention of insomnia using ZZHPD on the foundation
of previous identifications. As acquired in the results of the network,
it is identified that 29 active components had common targets with
insomnia including magnolol, honokiol, hesperidin, apigenin, genpin,
and ferulic acid. Honokiol is one of the substances that act on the
GABAA receptor, which is responsible for NREM sleep. Hesperidin
plays an important role in the sedative effect, and genipin, the major
bioactive constituent of G. jasminoides Ellis, possesses anti-inflammatory, neuroprotective, and antidepressant
activities.[15] The key targets collected
by topology analysis covered IL6, APP, AKT1, HTR1A, DRD2, and FOS,
which implied that ZZHPD may influence inflammation, neurotransmitter
receptors, cell proliferation, and apoptosis to improve insomnia.
It is consistent with the effect on neurotransmitters obtained by
previous Drosophila model experiments.
Given the correlation between sleep disorder and inflammatory response,
the flavonoids are one of the important compounds in ZZHPD. Flavonoids
can inhibit regulatory enzymes (cAMP) or important transcription factors
(NF-κB, GATA-3, STAT-6) for controlling mediators involved in
inflammation, especially in relieving neuroinflammation by inhibiting
the expression of inflammatory markers, such as TNF-α and IL-6.[32−34] Magnolol exerted an anti-inflammatory effect through immunoregulatory
phagocytosis, MAPK, and NF-κB signaling pathways.[37] It might be that ZZHPD may improve sleep by
participating in the anti-inflammatory response. On the other hand,
as the main ingredient of MAG, magnolol has antidepressant and anticancer
activities.[25] The hyperactivity of HPA
axis induced by chronic mild stress is attenuated by magnolol and
contributes to reducing cortisol secretion.[39] Magnolol is efficient in regulating the activity of serotonergic
in CNS and increases the content of 5-HT and norepinephrine (NE) in
the hippocampus, which is consistent with the experimental validation
that ZZHPD can make a difference to the levels of DA and 5-HT in mice.[40] From the literature, it can be noted that researchers
have found depression to be associated with the pathogenesis of insomnia.
In the antidepressant effects of ZZHPD on rats induced by chronic
unpredictable mild stress, the levels of 5-HT and DA in the synaptic
cleft can be regulated by the synthesized rate-limiting enzymes and
transporters, which are tryptophan hydroxylase 2, tyrosine hydroxylase,
serotonin transporter, and dopamine transporter.[25] In addition, honokiol possesses antioxidant, anti-inflammatory,
anticancer, antidepressant, and neuroprotective activities.[42] It is reported that honokiol has a high potency
in promoting nonrapid eye movement sleep by modulating the benzodiazepine
site of the GABAA receptor.[30,43−46]GO enrichment analysis results mainly gathered from cell signal
transduction, cell metabolism, inflammatory response, and angiogenesis
such as GABA signaling pathway, ion transmembrane transport, positive
regulation of vasoconstriction including IL6 and FOS involved the
biological process. Signal pathways enriched by key targets participate
in neuroactive ligand–receptor interaction, TNF signaling pathway,
cAMP signaling pathway, and GABAergic synapse. It further reflects
the regulation of ZZHPD on inflammation and immune response, apoptosis,
and neurotransmitters such as DA and 5-HT. As is well known, the permeability
of extra-membranous chloride ion has a significant effect on the central
inhibition of GABA. In the biological process, chloride transmembrane
transport, including GABA signaling pathway were enriched, which indicated
ZZHPD may regulate the ion channel proteins to promote hypnotic action.
In order to verify the pharmacodynamic material basis of ZZHPD for
insomnia, molecular docking technology was used to probe the binding
activity of the indicative components. We demonstrated that the proteins
associated with insomnia had better binding ability, among which honokiol,
naringenin, apigenin, and hesperitin had lower binding energies suggesting
their greater possibility to play a role.
Conclusions
From the perspective of the effective fractions and network pharmacology,
the work preliminarily explored the potential active components and
mechanism of ZZHPD on the treatment of insomnia. ZZHPD mainly participates
in monoamine neurotransmitters, anti-inflammation, apoptosis, and
other pharmacological effects that significantly increase central
inhibitory neurotransmitters and reduce the release of excitatory
neurotransmitters and inflammatory factors to alleviate insomnia.
Further research on how ZZHPD exerts anti-inflammatory activity remains
to be carried out. In addition, this work provides theoretic foundation
for treatment against insomnia and clinical research of ZZHPD.
Materials and Methods
Materials
The
processed products
of G. jasminoides Ellis (Jiangxi, 160519004), M. officinalis Rehd. et Wils (Sichuan, 160702002),
and C. aurantium L (Jiangxi, 160621003)
herbs were purchased from Beijing Kangyuan Xiangrui Pharmaceutical
Technology Co., Ltd. Pentobarbital sodium was obtained from National
Pharmaceutical Group Chemical Reagent Co., Ltd. The other drugs used
in this study, 5-HT, 5-HIAA, and HVA standards (purity >98%) were
purchased from Shanghai Yuanye Biotechnology Co., Ltd. DA standards
(purity >98%) was provided by National institutes for Food and
Drug
Control. Other chemicals and reagents were of the highest grade available
(purity >98%).
Preparation of Different
Extracts of ZZHPD
The proportion of ZZHPD described in Shang
Han Lun was converted
into G. jasminoides Ellis 9 g, M. officinalis Rehd. et Wils 62.4 g, and C. aurantium L 10 g. With the previous experimental
optimization process, its petroleum ether, dichloromethane, ethyl
acetate, and n-butanol fractions were separated and
dried at 60 °C in a vacuum drying box. The dried powder of extraction
part in ZZHPD was obtained and stored in a refrigerator at 4 °C.
Screening the Effective Fractions of ZZHPD
In this study, Canton-S wild-type D. melanogaster (provided by Institute of Biophysics, Chinese Academy of Sciences)
was used to establish a sleep deprivation model by repeated light
stimulation at night. The details are as follows: a light-controlled
switch was placed in the Drosophila incubator to replicate the sleep-deprivation model between morning
and evening with normal light, and after the lights were turned-off,
at a fixed time at night. D. melanogaster, cultivated in the culture tube, were transferred every night with
reserving ovum and pupa. The newly emerged were diverted in the morning
of the next day. Females were collected under CO2 mild
anesthesia with a self-made anesthesia device (with a pressure reducing
valve to control the flow of CO2 on a pad made of porous
material for anaesthetizing) and then fed in a monitoring tube containing
basic culture medium.The Drosophila were randomly divided into control, model, positive drug groups,
and low-, medium-, and high-dose extracts of group ZZHPD (n = 32). The control and model groups were transferred into
the basic medium monitoring tube without the drug at 7:00 am on the
fourth day, while the positive drug group was diverted into the medium
monitoring tube containing pentobarbital sodium. The other treatment
groups were transferred into the monitoring tube containing 0.5, 2.5,
and 5% of drug mass fraction. The activity of Drosophila was monitored from 7:00 a.m. on the 7th day to 7:00 a.m. the next
day (habituated 24 h before monitoring).
Determination
of DA, 5-HIAA, HVA, and 5-HT
Levels in the Brain of D. melanogaster by High-Performance Liquid Chromatography (HPLC)–Electro-Chemical
Detection (ECD)
In order to explore the effects of ZZHPD
and its petroleum ether, dichloromethane, ethyl acetate, and n-butanol fractions on monoamine neurotransmitters in the
brain of D. melanogaster during sleep
deprivation, the levels of 5-HT, 5-HIAA, NE, and DA were determined
by HPLC with electro-chemical detection (ECD). The HPLC system used
was a Waters e2695 Separations Module (Waters Corporation, Milford,
MA, USA) with a 2465 electrochemical detector. An Atlantis C18 (2.1 mm × 150 mm, 3 μm) was applied coupled with +0.75
V of detection voltage in ECD. A ratio of 4:96 in methanol-buffer
salt solution constituted the mobile phase with isocratic elution
with a flow rate of 1.0 mL/min.
Network
Pharmacology Analysis
Screening of Active Compounds
and Targets
The newly developed TCMSP provides up-to-date,
quantitative, and
system information about TCM ingredients, ADME-related properties,
targets, and diseases.[20] The combination
of TCMSP and literature was used to identify the active compounds
in ZZHPD. The ID-related targets were screened with the key word “insomnia”
from GeneCards database.
Network Construction
Venn diagrams
are a common visualization chart, which allows spotting shared and
unshared identifiers providing an insight on the list’s similarities.[21] For further exploring the relationship between
compound targets with ID-related targets, we collected common targets
by jvenn web. The STRING database provides known and predicted protein–protein
associations data with confidence scores that quantify their reliability.[22] Based on the STRING database, disconnected nodes
were hid in the network, and the minimum required interaction score
(≥0.9) was set to obtain the network of PPI. Subsequently,
we constructed a potential herb-compound-target-disease target network
in ZZHPD using Cytoscape v3.7.2.
Analysis
of Network and Molecular Docking
DAVID database was utilized
to perform Gene Ontology (GO) and KEGG
pathway enrichment analysis so that we can clarify the interaction
between related targets and signaling pathway. Molecular docking has
the capacity for identification of novel compounds of therapeutic
interest or predicting ligand–target interactions at a molecular
level.[23] The index components were selected
from the active ingredients of ZZHPD, followed by applied AutoDock
to fulfill molecular docking with ID-related targets (GABAA receptor, D2 dopamine receptor, and orexin receptor type 2, interleukin-6).
Finally, Pymol was operated in allusion to the satisfying results
of molecular docking.
Statistical Analysis
The experimental
data were analyzed by one-way ANOVA with SPSS software 19.0. Dunnett’s
post-test was used for the difference between the groups. The data
expressed with the mean ± standard deviation were considered
statistically significant at p < 0.05.