3.1. Inquiry and analysis of TCM ingredients and target information
Using the TCMSP database and setting OB≥30% and DL≥0.18 as the screening conditions, the components of the included compounds were predicted by the TCMSP database. All targets were calibrated by the UniProt database, and nonhuman targets were removed. After summarizing and deleting the duplicates, we got 17 compound components and 179 targets of Chaihu, 13 compound components and 86 targets of Baishao, 5 compound components and 65 targets of Chenpi,7 compound components and 30 targets of Chuanxiong, Gancao has 93 compound components and 216 targets, Xiangfu has 18 compound components and 210 targets, Zhike has 5 compound components and 88 targets. The analysis of Guijing in CHSGP showed that Chaihu, Baishao, Chuanxiong, and Xiangfu belonged to the liver channel with 18 common targets; Baishao, Xiangfu, Zhike, Chenpi, and Gancao belonged to the spleen channel with 27 common targets; Chaihu, Chenpi, and Gancao belonged to the lung channel with 39 common targets, as shown in Table 1. The above data showed that each Chinese medicine of CHSGS mainly belonged to the liver, spleen, and lung meridians, which were also in line with the location and pathogenesis of insomnia and depression and reflected the connotation of “Same Treatment for Different Diseases”, as shown in Figure 2.
Table 1 Basic information of active ingredients of CHSGS
Mol ID
|
Molecule Name
|
OB (%)
|
DL
|
Source
|
Mol ID
|
Molecule Name
|
OB (%)
|
DL
|
Source
|
MOL001645
|
Linoleyl acetate
|
42.10
|
0.20
|
ChaiHu
|
MOL004990
|
7,2',4'-trihydroxy-5-methoxy-3-arylcoumarin
|
83.71
|
0.27
|
Gan
Cao
|
MOL002776
|
Baicalin
|
40.12
|
0.75
|
MOL004989
|
6-prenylated eriodictyol
|
39.22
|
0.41
|
MOL000449
|
Stigmasterol
|
43.83
|
0.76
|
MOL004988
|
Kanzonol F
|
32.47
|
0.89
|
MOL000354
|
isorhamnetin
|
49.60
|
0.31
|
MOL004985
|
icos-5-enoic acid
|
30.70
|
0.20
|
MOL000422
|
kaempferol
|
41.88
|
0.24
|
MOL004980
|
Inflacoumarin A
|
39.71
|
0.33
|
MOL004598
|
3,5,6,7-tetramethoxy-2-(3,4,5-trimethoxyphenyl)chromone
|
31.97
|
0.59
|
MOL004978
|
2-[(3R)-8,8-dimethyl-3,4-dihydro-2H-pyrano[6,5-f]chromen-3-yl]-5-methoxyphenol
|
36.21
|
0.52
|
MOL004609
|
Areapillin
|
48.96
|
0.41
|
MOL004974
|
3'-Methoxyglabridin
|
46.16
|
0.57
|
MOL013187
|
Cubebin
|
57.13
|
0.64
|
MOL004966
|
3'-Hydroxy-4'-O-Methylglabridin
|
43.71
|
0.57
|
MOL004624
|
Longikaurin A
|
47.72
|
0.53
|
MOL004961
|
Quercetin der.
|
46.45
|
0.33
|
MOL004628
|
Octalupine
|
47.82
|
0.28
|
MOL004959
|
1-Methoxyphaseollidin
|
69.98
|
0.64
|
MOL004644
|
Sainfuran
|
79.91
|
0.23
|
MOL004957
|
HMO
|
38.37
|
0.21
|
MOL004648
|
Troxerutin
|
31.60
|
0.28
|
MOL004949
|
Isolicoflavonol
|
45.17
|
0.42
|
MOL004653
|
(+)-Anomalin
|
46.06
|
0.66
|
MOL004948
|
Isoglycyrol
|
44.70
|
0.84
|
MOL004702
|
saikosaponin c_qt
|
30.50
|
0.63
|
MOL004945
|
(2S)-7-hydroxy-2-(4-hydroxyphenyl)-8-(3-methylbut-2-enyl)chroman-4-one
|
36.57
|
0.32
|
MOL004718
|
α-spinasterol
|
42.98
|
0.76
|
MOL004941
|
(2R)-7-hydroxy-2-(4-hydroxyphenyl)chroman-4-one
|
71.12
|
0.18
|
MOL000490
|
petunidin
|
30.05
|
0.31
|
MOL004935
|
Sigmoidin-B
|
34.88
|
0.41
|
MOL000098
|
quercetin
|
46.43
|
0.28
|
MOL004924
|
(-)-Medicocarpin
|
40.99
|
0.95
|
MOL000359
|
sitosterol
|
36.91
|
0.75
|
ChenPi
|
MOL004917
|
glycyroside
|
37.25
|
0.79
|
MOL004328
|
naringenin
|
59.29
|
0.21
|
MOL004915
|
Eurycarpin A
|
43.28
|
0.37
|
MOL005100
|
5,7-dihydroxy-2-(3-hydroxy-4-methoxyphenyl)chroman-4-one
|
47.74
|
0.27
|
MOL004914
|
1,3-dihydroxy-8,9-dimethoxy-6-benzofurano[3,2-c]chromenone
|
62.90
|
0.53
|
MOL005815
|
Citromitin
|
86.90
|
0.51
|
MOL004913
|
1,3-dihydroxy-9-methoxy-6-benzofurano[3,2-c]chromenone
|
48.14
|
0.43
|
MOL005828
|
nobiletin
|
61.67
|
0.52
|
MOL004912
|
Glabrone
|
52.51
|
0.50
|
MOL001910
|
11alpha,12alpha-epoxy-3beta-23-dihydroxy-30-norolean-20-en-28,12beta-olide
|
64.77
|
0.38
|
BaiShao
|
MOL004911
|
Glabrene
|
46.27
|
0.44
|
MOL001918
|
paeoniflorgenone
|
87.59
|
0.37
|
MOL004910
|
Glabranin
|
52.90
|
0.31
|
MOL001919
|
(3S,5R,8R,9R,10S,14S)-3,17-dihydroxy-4,4,8,10,14-pentamethyl-2,3,5,6,7,9-hexahydro-1H-cyclopenta[a]phenanthrene-15,16-dione
|
43.56
|
0.53
|
MOL004908
|
Glabridin
|
53.25
|
0.47
|
MOL001921
|
Lactiflorin
|
49.12
|
0.80
|
MOL004907
|
Glyzaglabrin
|
61.07
|
0.35
|
MOL001924
|
paeoniflorin
|
53.87
|
0.79
|
MOL004905
|
3,22-Dihydroxy-11-oxo-delta(12)-oleanene-27-alpha-methoxycarbonyl-29-oic acid
|
34.32
|
0.55
|
MOL001925
|
paeoniflorin_qt
|
68.18
|
0.40
|
MOL004904
|
licopyranocoumarin
|
80.36
|
0.65
|
MOL001928
|
albiflorin_qt
|
66.64
|
0.33
|
MOL004903
|
liquiritin
|
65.69
|
0.74
|
MOL001930
|
benzoyl paeoniflorin
|
31.27
|
0.75
|
MOL004898
|
(E)-3-[3,4-dihydroxy-5-(3-methylbut-2-enyl)phenyl]-1-(2,4-dihydroxyphenyl)prop-2-en-1-one
|
46.27
|
0.31
|
MOL000211
|
Mairin
|
55.38
|
0.78
|
MOL004891
|
shinpterocarpin
|
80.30
|
0.73
|
MOL000358
|
beta-sitosterol
|
36.91
|
0.75
|
MOL004885
|
licoisoflavanone
|
52.47
|
0.54
|
MOL000359
|
sitosterol
|
36.91
|
0.75
|
MOL004884
|
Licoisoflavone B
|
38.93
|
0.55
|
MOL000422
|
kaempferol
|
41.88
|
0.24
|
MOL004883
|
Licoisoflavone
|
41.61
|
0.42
|
MOL000492
|
(+)-catechin
|
54.83
|
0.24
|
MOL004882
|
Licocoumarone
|
33.21
|
0.36
|
MOL001494
|
Mandenol
|
42.00
|
0.19
|
Chuan
Xiong
|
MOL004879
|
Glycyrin
|
52.61
|
0.47
|
MOL002135
|
Myricanone
|
40.60
|
0.51
|
MOL004866
|
2-(3,4-dihydroxyphenyl)-5,7-dihydroxy-6-(3-methylbut-2-enyl)chromone
|
44.15
|
0.41
|
MOL002140
|
Perlolyrine
|
65.95
|
0.27
|
MOL004864
|
5,7-dihydroxy-3-(4-methoxyphenyl)-8-(3-methylbut-2-enyl)chromone
|
30.49
|
0.41
|
MOL002151
|
senkyunone
|
47.66
|
0.24
|
MOL004863
|
3-(3,4-dihydroxyphenyl)-5,7-dihydroxy-8-(3-methylbut-2-enyl)chromone
|
66.37
|
0.41
|
MOL002157
|
wallichilide
|
42.31
|
0.71
|
MOL004860
|
licorice glycoside E
|
32.89
|
0.27
|
MOL000359
|
sitosterol
|
36.91
|
0.75
|
MOL004857
|
Gancaonin B
|
48.79
|
0.45
|
MOL000433
|
FA
|
68.96
|
0.71
|
MOL004856
|
Gancaonin A
|
51.08
|
0.4
|
MOL003044
|
Chryseriol
|
35.85
|
0.27
|
Xiang
Fu
|
MOL004855
|
Licoricone
|
63.58
|
0.47
|
MOL000354
|
isorhamnetin
|
49.60
|
0.31
|
MOL004849
|
3-(2,4-dihydroxyphenyl)-8-(1,1-dimethylprop-2-enyl)-7-hydroxy-5-methoxy-coumarin
|
59.62
|
0.43
|
MOL003542
|
8-Isopentenyl-kaempferol
|
38.04
|
0.39
|
MOL004848
|
licochalcone G
|
49.25
|
0.32
|
MOL000358
|
beta-sitosterol
|
36.91
|
0.75
|
MOL004841
|
Licochalcone B
|
76.76
|
0.19
|
MOL000359
|
sitosterol
|
36.91
|
0.75
|
MOL004838
|
8-(6-hydroxy-2-benzofuranyl)-2,2-dimethyl-5-chromenol
|
58.44
|
0.38
|
MOL004027
|
1,4-Epoxy-16-hydroxyheneicos-1,3,12,14,18-pentaene
|
45.10
|
0.24
|
MOL004835
|
Glypallichalcone
|
61.60
|
0.19
|
MOL004053
|
Isodalbergin
|
35.45
|
0.20
|
MOL004833
|
Phaseolinisoflavan
|
32.01
|
0.45
|
MOL004058
|
Khell
|
33.19
|
0.19
|
MOL004829
|
Glepidotin B
|
64.46
|
0.34
|
MOL004059
|
khellol glucoside
|
74.96
|
0.72
|
MOL004828
|
Glepidotin A
|
44.72
|
0.35
|
MOL010489
|
Resivit
|
30.84
|
0.27
|
MOL004827
|
Semilicoisoflavone B
|
48.78
|
0.55
|
MOL004068
|
rosenonolactone
|
79.84
|
0.37
|
MOL004824
|
(2S)-6-(2,4-dihydroxyphenyl)-2-(2-hydroxypropan-2-yl)-4-methoxy-2,3-dihydrofuro[3,2-g]chromen-7-one
|
60.25
|
0.63
|
MOL004071
|
Hyndarin
|
73.94
|
0.64
|
MOL004820
|
kanzonols W
|
50.48
|
0.52
|
MOL004074
|
stigmasterol glucoside_qt
|
43.83
|
0.76
|
MOL004815
|
(E)-1-(2,4-dihydroxyphenyl)-3-(2,2-dimethylchromen-6-yl)prop-2-en-1-one
|
39.62
|
0.35
|
MOL004077
|
sugeonyl acetate
|
45.08
|
0.20
|
MOL004814
|
Isotrifoliol
|
31.94
|
0.42
|
MOL000422
|
kaempferol
|
41.88
|
0.24
|
MOL004811
|
Glyasperin C
|
45.56
|
0.4
|
MOL000449
|
Stigmasterol
|
43.83
|
0.76
|
MOL004810
|
glyasperin F
|
75.84
|
0.54
|
MOL000006
|
luteolin
|
36.16
|
0.25
|
MOL004808
|
glyasperin B
|
65.22
|
0.44
|
MOL000098
|
quercetin
|
46.43
|
0.28
|
MOL004806
|
euchrenone
|
30.29
|
0.57
|
MOL013381
|
Marmin
|
38.23
|
0.31
|
ZhiKe
|
MOL004805
|
(2S)-2-[4-hydroxy-3-(3-methylbut-2-enyl)phenyl]-8,8-dimethyl-2,3-dihydropyrano[2,3-f]chromen-4-one
|
31.79
|
0.72
|
MOL002341
|
Hesperetin
|
70.31
|
0.27
|
MOL004328
|
naringenin
|
59.29
|
0.21
|
MOL000358
|
beta-sitosterol
|
36.91
|
0.75
|
MOL003896
|
7-Methoxy-2-methyl isoflavone
|
42.56
|
0.2
|
MOL004328
|
naringenin
|
59.29
|
0.21
|
MOL003656
|
Lupiwighteone
|
51.64
|
0.37
|
MOL005828
|
nobiletin
|
61.67
|
0.52
|
MOL002844
|
Pinocembrin
|
64.72
|
0.18
|
MOL005020
|
dehydroglyasperins C
|
53.82
|
0.37
|
Gan
Cao
|
MOL002565
|
Medicarpin
|
49.22
|
0.34
|
MOL005018
|
Xambioona
|
54.85
|
0.87
|
MOL002311
|
Glycyrol
|
90.78
|
0.67
|
MOL005017
|
Phaseol
|
78.77
|
0.58
|
MOL001792
|
DFV
|
32.76
|
0.18
|
MOL005016
|
Odoratin
|
49.95
|
0.3
|
MOL001484
|
Inermine
|
75.18
|
0.54
|
MOL005013
|
18α-hydroxyglycyrrhetic acid
|
41.16
|
0.71
|
MOL000500
|
Vestitol
|
74.66
|
0.21
|
MOL005012
|
Licoagroisoflavone
|
57.28
|
0.49
|
MOL000497
|
licochalcone a
|
40.79
|
0.29
|
MOL005008
|
Glycyrrhiza flavonol A
|
41.28
|
0.6
|
MOL000422
|
kaempferol
|
41.88
|
0.24
|
MOL005007
|
Glyasperins M
|
72.67
|
0.59
|
MOL000417
|
Calycosin
|
47.75
|
0.24
|
MOL005003
|
Licoagrocarpin
|
58.81
|
0.58
|
MOL000392
|
formononetin
|
69.67
|
0.21
|
MOL005001
|
Gancaonin H
|
50.10
|
0.78
|
MOL000359
|
sitosterol
|
36.91
|
0.75
|
MOL005000
|
Gancaonin G
|
60.44
|
0.39
|
MOL000354
|
isorhamnetin
|
49.60
|
0.31
|
MOL004996
|
gadelaidic acid
|
30.70
|
0.20
|
MOL000239
|
Jaranol
|
50.83
|
0.29
|
MOL004993
|
8-prenylated eriodictyol
|
53.79
|
0.4
|
MOL000211
|
Mairin
|
55.38
|
0.78
|
MOL004991
|
7-Acetoxy-2-methylisoflavone
|
38.92
|
0.26
|
MOL000098
|
quercetin
|
46.43
|
0.28
|
MOL005020
|
dehydroglyasperins C
|
53.82
|
0.37
|
|
|
|
|
|
3.2. Disease targets search
We searched human genes through the GeneCards, NCBI and OMIM databases, among which depression obtained 12995 related targets in the GeneCards database, 556 related targets in the NCBI database and 3 related targets in the OMIM database. Insomnia obtained 2589 related targets in the GeneCards database, 50 related targets in the NCBI database, and 4 related targets in the OMIM database.
3.3 Venn diagram of common targets in drugs and diseases
We inputed the selected drug targets and disease targets into Venn diagram production software (Venny 2.1) and obtained 113 common targets, which were used as common predictive targets for the following pathway enrichment analysis, as shown in Figure 3.
3.4. Construction and analysis of PPI network
There were 113 nodes, 1365 edges, and an average degree of 24.2 in the network. Figure 4A shows the PPI network diagram exported from the STRING website, and Figure 4B shows the PPI network diagram drawn by Cytoscape software. The color and size of the nodes in Figure 4B were adjusted according to the degree value. The larger the color, the redder the color and the greater the degree value. Thickness from thick to thin represents the edge betweenness from large to small.
3.5. Topological analysis and MCODE cluster analysis
3.5.1. Topological analysis
We imported the PPI network into Cystoscape3.8.0 [29], used the Network Analyzer tool to perform topology analysis, and sorted by degree; the greater the degree value, the greater the role of the node in the network graph. We selected genes with scores greater than the average score as key targets. A total of 42 key targets were screened, and the top 20 targets were listed as AKT1, IL6, IL1B, CASP3, MAPK3, PPARG, MMP9, CXCL8, IL10, HSP90AA1, ESR1, FOS, HIFIA, CREB1, NOS3, HMOX1, MMP2, CCND1, ERBB2 and CASP8. We used R 4.0.3 to draw pictures of the first top target points, where the abscissa was the degree value of each target point, as shown in Figure 5.
3.5.2. MCODE cluster analysis
We imported the constructed PPI network into Cytoscape 3.8.0 and opened the MCODE module [24] to analyze gene clusters and screened core targets to obtain 7 gene clusters and 7 core genes (FOS, GABRA2, GSK3B, PON1, APOB, CYP1B1, ADRA1A). The specific results are shown in Table 2.
Table 2. MCODE cluster analysis information table for the common targets of CHSGP, insomnia and depression
|
Network
|
Nodes
|
Edges
|
Node IDs
|
1
|

|
35
|
478
|
CXCL10, NR3C1, IFNG, IL2, SERPINE1, MMP2, HMOX1, ADIPOQ, IL10, ESR1, HIF1A, HSPB1, ERBB2, IL6, MAPK8, CASP3, CCND1, CREB1, AKT1, MMP9, HSP90AA1, FOS, CASP8, STAT1, CXCL8, IL1B, VCAM1, CASP9, PPARG, NFE2L2, NOS2, ICAM1, IL1A, MAPK3, CRP
|
2
|

|
15
|
42
|
CLDN4, HTR2A, DRD2, DRD3, GABRA5, ADRA2C, SLC6A3, MAOB, ADRA2A, GABRA1, CHRM1, DRD1, GABRA2, GABRA6, GABRA3
|
3
|

|
14
|
26
|
RUNX2, NCF1, CAV1, GSK3B, AHR, SOD1, APP, NOS3, KDR, F3, IGF2, GSR, ESR2, IGFBP3
|
4
|

|
4
|
5
|
CYP3A4, NR1I2, CYP1A1, PON1
|
5
|

|
5
|
6
|
APOB, THBD, F2, PLAT, LDLR
|
6
|

|
3
|
3
|
NR1I3, UGT1A1, CYP1B1
|
7
|

|
3
|
3
|
ADRA1A, ADRA1D, ADRA1B
|
3.6. Constructing a composition-disease target network and screening key ingredients
To better understand the complex interactions among ingredients, diseases and corresponding targets, we constructed an “ingredient-disease-target” network based on the included ingredients, the treatment of diseases and the action targets. We screened 119 core components, such as MOL000098 (quercetin), MOL000422 (kaempferol), MOL000358 (β-sitosterol), MOL003896 (7-methoxy-2-methyl isoflavone), and MOL000006 (luteolin), and 113 core targets, such as AKT1, IL6, IL1B, CASP3, and MAPK3. We imported the component-disease-target network into Cytoscape 3.8.0 for topological analysis. The degree was sorted according to the ingredients. The higher the degree, the more important the ingredient, and the results are shown in Table 2. Table 3 shows that the top 5 compounds with a median value of the network were MOL000098 (quercetin), MOL000422 (kaempferol), MOL000358 (β-sitosterol), MOL003896 (7-methoxy-2-methyl) isoflavones), and MOL000006 (luteolin), which could provide small drug compounds for subsequent molecular docking.
Table 3. Information table of CHSGP key ingredients
MOL ID
|
Name
|
Average Shortest
Path Length
|
Betweenness
Centrality
|
Closeness
Centrality
|
Degree
|
MOL000098
|
quercetin
|
1.958159
|
0.116804
|
0.510684
|
67
|
MOL000422
|
kaempferol
|
2.242678
|
0.039975
|
0.445896
|
33
|
MOL000358
|
beta-sitosterol
|
2.451883
|
0.020367
|
0.40785
|
26
|
MOL003896
|
7-Methoxy-2-methyl isoflavone
|
2.351464
|
0.011754
|
0.425267
|
23
|
MOL000006
|
luteolin
|
2.460251
|
0.012164
|
0.406463
|
21
|
MOL004328
|
naringenin
|
2.426778
|
0.023098
|
0.412069
|
20
|
MOL000354
|
isorhamnetin
|
2.376569
|
0.012626
|
0.420775
|
19
|
MOL002565
|
Medicarpin
|
2.41841
|
0.008852
|
0.413495
|
19
|
MOL000449
|
Stigmasterol
|
2.711297
|
0.00895
|
0.368827
|
18
|
MOL004071
|
Hyndarin
|
2.543933
|
0.008647
|
0.393092
|
18
|
MOL000392
|
formononetin
|
2.41841
|
0.004622
|
0.413495
|
17
|
MOL000500
|
Vestitol
|
2.451883
|
0.004071
|
0.40785
|
15
|
MOL004959
|
1-Methoxyphaseollidin
|
2.443515
|
0.002943
|
0.409247
|
15
|
MOL005828
|
nobiletin
|
2.460251
|
0.012514
|
0.406463
|
15
|
MOL000497
|
licochalcone a
|
2.460251
|
0.004353
|
0.406463
|
14
|
MOL004835
|
Glypallichalcone
|
2.460251
|
0.002517
|
0.406463
|
14
|
MOL004891
|
shinpterocarpin
|
2.460251
|
0.003491
|
0.406463
|
14
|
MOL004991
|
7-Acetoxy-2-methylisoflavone
|
2.435146
|
0.003242
|
0.410653
|
14
|
MOL005003
|
Licoagrocarpin
|
2.443515
|
0.002204
|
0.409247
|
14
|
MOL004978
|
2-[(3R)-8,8-dimethyl-3,4-dihydro-2H-pyrano[6,5-f]chromen-3-yl]-5-methoxyphenol
|
2.476987
|
0.001844
|
0.403716
|
13
|
MOL004957
|
HMO
|
2.485356
|
0.001897
|
0.402357
|
12
|
MOL002135
|
Myricanone
|
2.476987
|
0.006864
|
0.403716
|
11
|
MOL004857
|
Gancaonin B
|
2.493724
|
0.001127
|
0.401007
|
11
|
MOL004966
|
3'-Hydroxy-4'-O-Methylglabridin
|
2.493724
|
0.001083
|
0.401007
|
11
|
MOL004974
|
3'-Methoxyglabridin
|
2.493724
|
9.93E-04
|
0.401007
|
11
|
MOL005007
|
Glyasperins M
|
2.502092
|
0.001827
|
0.399666
|
11
|
MOL003542
|
8-Isopentenyl-kaempferol
|
2.468619
|
0.003335
|
0.405085
|
10
|
MOL004808
|
glyasperin B
|
2.518828
|
7.86E-04
|
0.39701
|
10
|
MOL004828
|
Glepidotin A
|
2.493724
|
0.001075
|
0.401007
|
10
|
MOL004833
|
Phaseolinisoflavan
|
2.543933
|
8.73E-04
|
0.393092
|
10
|
MOL004908
|
Glabridin
|
2.543933
|
8.73E-04
|
0.393092
|
10
|
MOL000417
|
Calycosin
|
2.51046
|
5.90E-04
|
0.398333
|
9
|
MOL001484
|
Inermine
|
2.518828
|
0.001288
|
0.39701
|
9
|
MOL002844
|
Pinocembrin
|
2.502092
|
0.001513
|
0.399666
|
9
|
MOL004811
|
Glyasperin C
|
2.527197
|
5.57E-04
|
0.395695
|
9
|
MOL004824
|
(2S)-6-(2,4-dihydroxyphenyl)-2-(2-hydroxypropan-2-yl)-4-methoxy-2,3-dihydrofuro[3,2-g]chromen-7-one
|
2.585774
|
5.66E-04
|
0.386731
|
9
|
MOL004841
|
Licochalcone B
|
2.51046
|
5.90E-04
|
0.398333
|
9
|
MOL004849
|
3-(2,4-dihydroxyphenyl)-8-(1,1-dimethylprop-2-enyl)-7-hydroxy-5-methoxy-coumarin
|
2.527197
|
6.08E-04
|
0.395695
|
9
|
MOL004856
|
Gancaonin A
|
2.527197
|
5.57E-04
|
0.395695
|
9
|
MOL004885
|
licoisoflavanone
|
2.518828
|
5.43E-04
|
0.39701
|
9
|
MOL004907
|
Glyzaglabrin
|
2.518828
|
6.37E-04
|
0.39701
|
9
|
MOL004911
|
Glabrene
|
2.51046
|
5.90E-04
|
0.398333
|
9
|
MOL004912
|
Glabrone
|
2.51046
|
6.39E-04
|
0.398333
|
9
|
MOL004941
|
(2R)-7-hydroxy-2-(4-hydroxyphenyl)chroman-4-one
|
2.502092
|
0.001513
|
0.399666
|
9
|
MOL005000
|
Gancaonin G
|
2.527197
|
6.58E-04
|
0.395695
|
9
|
MOL001792
|
DFV
|
2.527197
|
9.10E-04
|
0.395695
|
8
|
MOL003044
|
Chryseriol
|
2.527197
|
0.001336
|
0.395695
|
8
|
MOL003656
|
Lupiwighteone
|
2.535565
|
3.99E-04
|
0.394389
|
8
|
MOL004053
|
Isodalbergin
|
2.535565
|
0.001437
|
0.394389
|
8
|
MOL004810
|
glyasperin F
|
2.527197
|
3.69E-04
|
0.395695
|
8
|
MOL004815
|
(E)-1-(2,4-dihydroxyphenyl)-3-(2,2-dimethylchromen-6-yl)prop-2-en-1-one
|
2.535565
|
4.09E-04
|
0.394389
|
8
|
MOL004827
|
Semilicoisoflavone B
|
2.535565
|
4.73E-04
|
0.394389
|
8
|
MOL004848
|
licochalcone G
|
2.552301
|
3.64E-04
|
0.391803
|
8
|
MOL004884
|
Licoisoflavone B
|
2.594142
|
3.79E-04
|
0.385484
|
8
|
MOL004915
|
Eurycarpin A
|
2.535565
|
3.99E-04
|
0.394389
|
8
|
MOL004945
|
(2S)-7-hydroxy-2-(4-hydroxyphenyl)-8-(3-methylbut-2-enyl)chroman-4-one
|
2.527197
|
5.67E-04
|
0.395695
|
8
|
MOL004961
|
Quercetin der.
|
2.527197
|
3.69E-04
|
0.395695
|
8
|
MOL004990
|
7,2',4'-trihydroxy-5-methoxy-3-arylcoumarin
|
2.527197
|
3.69E-04
|
0.395695
|
8
|
MOL005016
|
Odoratin
|
2.527197
|
3.69E-04
|
0.395695
|
8
|
MOL002311
|
Glycyrol
|
2.60251
|
3.46E-04
|
0.384244
|
7
|
MOL004814
|
Isotrifoliol
|
2.560669
|
3.60E-04
|
0.390523
|
7
|
MOL004820
|
kanzonols W
|
2.543933
|
2.55E-04
|
0.393092
|
7
|
MOL004863
|
3-(3,4-dihydroxyphenyl)-5,7-dihydroxy-8-(3-methylbut-2-enyl)chromone
|
2.543933
|
3.29E-04
|
0.393092
|
7
|
MOL004864
|
5,7-dihydroxy-3-(4-methoxyphenyl)-8-(3-methylbut-2-enyl)chromone
|
2.560669
|
1.78E-04
|
0.390523
|
7
|
MOL004879
|
Glycyrin
|
2.60251
|
3.49E-04
|
0.384244
|
7
|
MOL004883
|
Licoisoflavone
|
2.543933
|
4.31E-04
|
0.393092
|
7
|
MOL004904
|
licopyranocoumarin
|
2.60251
|
3.93E-04
|
0.384244
|
7
|
MOL004949
|
Isolicoflavonol
|
2.543933
|
3.29E-04
|
0.393092
|
7
|
MOL004980
|
Inflacoumarin A
|
2.51046
|
5.69E-04
|
0.398333
|
7
|
MOL005008
|
Glycyrrhiza flavonol A
|
2.560669
|
2.68E-04
|
0.390523
|
7
|
MOL005012
|
Licoagroisoflavone
|
2.60251
|
2.55E-04
|
0.384244
|
7
|
MOL005017
|
Phaseol
|
2.543933
|
4.31E-04
|
0.393092
|
7
|
MOL005020
|
dehydroglyasperins C
|
2.552301
|
3.07E-04
|
0.391803
|
7
|
MOL000359
|
sitosterol
|
2.527197
|
0.005143
|
0.395695
|
6
|
MOL000490
|
petunidin
|
2.543933
|
0.001124
|
0.393092
|
6
|
MOL004805
|
(2S)-2-[4-hydroxy-3-(3-methylbut-2-enyl)phenyl]-8,8-dimethyl-2,3-dihydropyrano[2,3-f]chromen-4-one
|
2.635983
|
8.38E-05
|
0.379365
|
6
|
MOL004829
|
Glepidotin B
|
2.552301
|
4.00E-04
|
0.391803
|
6
|
MOL004855
|
Licoricone
|
2.610879
|
2.78E-04
|
0.383013
|
6
|
MOL004910
|
Glabranin
|
2.552301
|
3.65E-04
|
0.391803
|
6
|
MOL004913
|
1,3-dihydroxy-9-methoxy-6-benzofurano[3,2-c]chromenone
|
2.569038
|
1.41E-04
|
0.389251
|
6
|
MOL000239
|
Jaranol
|
2.560669
|
1.84E-04
|
0.390523
|
5
|
MOL004077
|
sugeonyl acetate
|
3.263598
|
4.74E-04
|
0.30641
|
5
|
MOL004598
|
3,5,6,7-tetramethoxy-2-(3,4,5-trimethoxyphenyl)chromone
|
2.619247
|
7.81E-04
|
0.381789
|
5
|
MOL004609
|
Areapillin
|
2.552301
|
8.83E-04
|
0.391803
|
5
|
MOL004624
|
Longikaurin A
|
3.230126
|
5.23E-04
|
0.309585
|
5
|
MOL004806
|
euchrenone
|
2.661088
|
0.001185
|
0.375786
|
5
|
MOL004838
|
8-(6-hydroxy-2-benzofuranyl)-2,2-dimethyl-5-chromenol
|
2.585774
|
2.14E-04
|
0.386731
|
5
|
MOL004866
|
2-(3,4-dihydroxyphenyl)-5,7-dihydroxy-6-(3-methylbut-2-enyl)chromone
|
2.543933
|
2.88E-04
|
0.393092
|
5
|
MOL004882
|
Licocoumarone
|
2.577406
|
1.09E-04
|
0.387987
|
5
|
MOL004898
|
(E)-3-[3,4-dihydroxy-5-(3-methylbut-2-enyl)phenyl]-1-(2,4-dihydroxyphenyl)prop-2-en-1-one
|
2.577406
|
1.00E-04
|
0.387987
|
5
|
MOL004914
|
1,3-dihydroxy-8,9-dimethoxy-6-benzofurano[3,2-c]chromenone
|
2.577406
|
1.00E-04
|
0.387987
|
5
|
MOL000492
|
(+)-catechin
|
2.560669
|
0.001843
|
0.390523
|
4
|
MOL002341
|
Hesperetin
|
2.711297
|
6.85E-04
|
0.368827
|
4
|
MOL004058
|
Khell
|
2.594142
|
5.80E-04
|
0.385484
|
4
|
MOL004935
|
Sigmoidin-B
|
2.594142
|
1.39E-04
|
0.385484
|
4
|
MOL004948
|
Isoglycyrol
|
2.661088
|
3.77E-05
|
0.375786
|
4
|
MOL004989
|
6-prenylated eriodictyol
|
2.594142
|
6.51E-05
|
0.385484
|
4
|
MOL005001
|
Gancaonin H
|
2.594142
|
1.39E-04
|
0.385484
|
4
|
MOL005018
|
Xambioona
|
2.669456
|
3.34E-05
|
0.374608
|
4
|
MOL005100
|
5,7-dihydroxy-2-(3-hydroxy-4-methoxyphenyl)chroman-4-one
|
2.711297
|
9.02E-04
|
0.368827
|
4
|
MOL013187
|
Cubebin
|
2.661088
|
5.88E-04
|
0.375786
|
4
|
MOL000433
|
FA
|
2.820084
|
9.38E-04
|
0.354599
|
3
|
MOL001924
|
paeoniflorin
|
3.39749
|
2.70E-04
|
0.294335
|
3
|
MOL002157
|
wallichilide
|
3.39749
|
5.56E-04
|
0.294335
|
3
|
MOL004903
|
liquiritin
|
2.736402
|
3.02E-04
|
0.365443
|
3
|
MOL004988
|
Kanzonol F
|
2.686192
|
1.86E-05
|
0.372274
|
3
|
MOL004993
|
8-prenylated eriodictyol
|
2.60251
|
4.00E-05
|
0.384244
|
3
|
MOL010489
|
Resivit
|
2.702929
|
2.67E-04
|
0.369969
|
3
|
MOL001494
|
Mandenol
|
2.962343
|
6.90E-04
|
0.337571
|
2
|
MOL001645
|
Linoleyl acetate
|
2.953975
|
1.51E-04
|
0.338527
|
2
|
MOL001918
|
paeoniflorgenone
|
3.330544
|
1.14E-04
|
0.300251
|
2
|
MOL001919
|
(3S,5R,8R,9R,10S,14S)-3,17-dihydroxy-4,4,8,10,14-pentamethyl-2,3,5,6,7,9-hexahydro-1H-cyclopenta[a]phenanthrene-15,16-dione
|
3.389121
|
1.35E-04
|
0.295062
|
2
|
MOL002140
|
Perlolyrine
|
3.112971
|
4.34E-04
|
0.321237
|
2
|
MOL004068
|
rosenonolactone
|
3.330544
|
1.00E-04
|
0.300251
|
2
|
MOL004653
|
(+)-Anomalin
|
3.087866
|
1.27E-04
|
0.323848
|
2
|
MOL004718
|
α-spinasterol
|
3.355649
|
1.74E-04
|
0.298005
|
2
|
MOL004924
|
(-)-Medicocarpin
|
2.753138
|
2.33E-05
|
0.363222
|
2
|
MOL005815
|
Citromitin
|
2.803347
|
3.50E-04
|
0.356716
|
2
|
MOL013381
|
Marmin
|
3.154812
|
1.47E-04
|
0.316976
|
2
|
3.7. Enrichment analysis of GO and KEGG pathway
We enriched the BP, MF, CC of GO analysis and KEGG pathway enrichment on the common drug-disease targets. By citing the String database, the items with the corrected P<0.05 were screened, and a total of 1850 biological processes were enriched, which included reactions to drugs, reactions to metal ions, reactions to lipopolysaccharides, reactions to bacteria-derived molecules, tube diameter adjustment, blood vessel diameter adjustment, tube diameter adjustment, vascular processes in the circulatory system, response to alcohol, cell response to chemical stress, response to oxidative stress, and so on. They involved 155 molecular functions related to membrane rafts, membrane microzones, membrane regions, postsynaptic membranes, components of postsynaptic membranes, internal components of postsynaptic membranes, synaptic membranes, components of synaptic membranes, internal components of synaptic membranes, presynaptic membrane membrane membrane components, etc. They related 74 cell components, such as neurotransmitter receptor activity, postsynaptic neurotransmitter receptor activity, G protein-coupled amine receptor activity, catecholamine binding, drug binding, and participation in postsynaptic regulation. Neurotransmitter receptor activity of membrane potential, nuclear receptor activity, ligand-activated transcription factor activity, emitter-gated ion channel activity, emitter-gated channel activity, etc. Excluding tuberculosis, whooping cough, malaria, and measles, we enriched 149 signaling pathways, which mainly included lipids and atherosclerosis, AGE-RAGE signaling pathway in diabetic complications, fluid shear stress and atherosclerosis, Kaposi's sarcoma-associated herpes virus infection, neuroactive ligand–receptor interaction, IL-17 signaling pathway, Chagas disease, TNF signaling pathway, toxoplasmosis, endocrine resistance, chemical carcinogenesis-receptor activation, Th17 cell differentiation, dopaminergic synapses, hepatitis B, Toll-like receptor signaling pathway, osteoclast differentiation, nonalcoholic fatty liver and other signaling pathways related to inflammation, immunity, and oxidative stress. After installing and citing the clusterProfiler package of R 4.0.3, we drew a histogram and bubble chart to visualize the top 20 items with the highest saliency, as shown in Figure 6A, 6B, 6C and 6D.
3.8. Construction component-disease-pathway-target network and chord diagram visualization
We imported the component-disease-pathway-target network file into Cytoscape 3.8.0 to draw the path network diagram. More intuitively, the characteristics of the multicomponent-multitarget effect of the TCM active ingredients in the treatment of diseases were revealed, as shown in Figure 7 (blue is the compound, yellow is the target of the Chinese medicine on the disease, green is the top 20 most significant pathways, red is the disease that is the disease, and purple is the Chinese medicine). The KEGG signaling pathway of drug-disease was visually analyzed using the Sangerbox tool, and it was found that the top 20 signaling pathways significantly enriched by KEGG involved 85 genes, as shown in Figure 8.
3.10. Molecular docking
We used Pymol2.1 software to visualize the complex formed by the compounds and proteins after molecular docking (select the compound with the most negative binding energy score for each target), which obtained the binding mode of the compound and the protein, as shown in Table 4. According to the binding mode, the amino acid residues where the compound binds to the protein pocket could be clearly seen; for example, kaempferol binds to AKT1. The active amino acid residues included VAL-164, GLU-228, ALA-230, ASP-292, MET-281, GLU-234, etc. Kaempferol is a flavonoid compound that contains multiple hydroxyl groups and can interact with the active groups of amino acids to form hydrogen bonds. For example, it could interact with the active groups of GLU-228, ASP-292, ALA-230, and GLU-234. The strong hydrogen bond interaction, with an average hydrogen bond distance of 2.0 Å, was much smaller than the traditional hydrogen bond of 3.5 Å, which played an important role in stabilizing small molecule ligands. In summary, kaempferol, luteolin, quercetin, and 7-methoxy-2-methyl isoflavone compounds matched well with the five target protein targets, could form stable complexes, and had a good relationship with the protein, which also indirectly verified these compounds. It had a regulatory effect on AKT1, IL1B, IL-6, FOS, GSK3B, GABRA and other targets. When the binding energy is less than 0, it is considered that the ligand and receptor can bind freely, and the lower the binding energy is, the stronger the affinity. These results indicated that the molecular docking results were consistent with the screening results of network pharmacology, which preliminarily verified the reliability of network pharmacology, as shown in Figure 9.
Table 4. The molecular docking results of selected compounds
