| Literature DB >> 36120369 |
Yarong Liu1,2, Hua Zhong1, Pengbo Xu1, An Zhou2,3, Lidan Ding1, Jingwen Qiu1, Hongfei Wu1,2, Min Dai1,2.
Abstract
Introduction: Gualou (Trichosanthes kirilowii Maxim)-Xiebai (Allium macrostemon Bunge) (GLXB) is a well-known herb pair against atherosclerosis (AS). However, the combination mechanisms of GLXB herb pair against AS remain unclear. Objective: To compare the difference in efficacy between GLXB herb pair and the single herbs and to explore the combination mechanisms of GLXB against AS in terms of compounds, targets, and signaling pathways.Entities:
Keywords: Gualou–Xiebai; atherosclerosis; combination mechanisms; herb pair; network pharmacology
Year: 2022 PMID: 36120369 PMCID: PMC9476847 DOI: 10.3389/fphar.2022.941400
Source DB: PubMed Journal: Front Pharmacol ISSN: 1663-9812 Impact factor: 5.988
FIGURE 1The synergetic anti-atherosclerotic effects of GLXB herb pair. (A) Study design of in vivo experiment. (B) En face oil-red O (ORO) staining on the whole aorta of mice and quantification of plaque areas. Bar = 3 mm. (n = 3). (C) HE staining on aortic arch and quantification of plaque areas. Bar = 500 μm. (n = 6). (D) Masson staining on aortic arch and quantification of plaque areas. Bar = 500 μm. (n = 6). Data were expressed as mean ± SEM. * p < 0.05, ** p < 0.01. GLXB: Gualou–Xiebai herb pair (6 g/kg); GL: Gualou (4 g/kg); XB: Xiebai (2 g/kg); ATO: Atorvastatin (10 mg/kg).
FIGURE 2The base peak intensity (BPI) chromatograms of GLXB and single herbs from HPLC-Q-TOF-MS analysis. (A) Negative scan of Gualou; (B) positive scan of Gualou; (C) negative scan of Xiebai; (D) positive scan of Xiebai; (E) negative scan of Gualou–Xiebai; (F) positive scan of Gualou–Xiebai.
Analysis of compounds of GLXB using HPLC-Q-TOF-MSE.
| No. | RT (min) | PubChem CID | Chemical name | Chemical formula | Neutral mass (Da) | Observed neutral mass (Da) | Experimental mass (m/z) | Error ppm | MS and MSE data (+ or −) (m/z) |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 2.89 | 444,173 | Beta-D-arabinopyranose | C5H10O5 | 150.0528 | 150.0505 | 195.0494 | 5.64 | 195.0494[M + HCOO]− |
| 2 | 4.18 | 16,590 | Diallyl disulfide | C6H10S2 | 146.02239 | 146.0216 | 191.0198 | 4.2 | 191.0198[M + HCOO] − |
| 3 | 4.34 | 60,961 | Adenosine | C9H13O4N5 | 267.09675 | 267.0976 | 268.19 | 2.5 | 268.10497[M + H]+ |
| 136.06274 [M + H − Rib]+ | |||||||||
| 4 | 4.82 | 135398635 | Guanosine | C5H5N5O | 283.0917 | 283.0911 | 284.0983 | −1.2 | 284.0983[M + H]+ |
| 152.0565[M + H − Rib]+ | |||||||||
| 5 | 6.76 | 6,140 | L-phenylalanine | C9H11NO2 | 165.0793 | 165.0788 | 166.0861 | −0.8 | 166.0861[M + H]+ |
| 6 | 9.98 | 14132336 | Vanillic acid 4-β-D-glucoside | C14H18O9 | 330.0884 | 330.29 | 329.0857 | 8.204 | 659.1829[2M − H]− |
| 329.0857[M − H] − | |||||||||
| 7 | 10.89 | 1,148 | DL-Tryptophan | C11H12N2O2 | 204.0899 | 204.0899 | 205.0972 | 0.1 | 205.0972[M + H]+ |
| 8 | 14.37 | 98,285 | 2,3,4,9-tetrahydro-1H-pyrido [3,4-b] indole-3-carboxylic acid | C12H12N2O2 | 216.0899 | 216.0897 | 217.0970 | −0.9 | 217.0970[M + H]+ |
| 144.0807[M + H − C2H3NO2]+ | |||||||||
| 9 | 15.10 | 148,385 | (1S,3S)-2,3,4,9-Tetrahydro-1-methyl-1H-pyrido[3,4-B]indole-3-carboxylic acid | C13H14N2O2 | 230.10553 | 230.1063 | 231.1136 | −4.76 | 231.1136[M + H]+ |
| 158.0987[M + H − C2H3NO2]+ | |||||||||
| 143.5335[M + H − C3H6NO2]+ | |||||||||
| 10 | 17.55 | 131751143 | Chinenoside V | C45H72O19 | 916.4741 | 916.4741 | 917.4784 | −4.69 | 917.4784[M + H]+ |
| 11 | 17.60 | - | 26-[(β-D-glucopyranosyl)oxy]-2β,22-dihydroxy-5β-furostan-25(27)-en-3β-yl-O-β-D-glucopyranosyl-(1→2)-β-D-galactopyranoside | C45H72O20 | 934.4773 | 934.4749 | 977.4770 | 2.568 | 979.4770[M + HCOO]− |
| 933.47046[M − H] − | |||||||||
| 771.4152[M – H − Glc] − | |||||||||
| 12 | 17.85 | 101669618 | Macrostemonoside J | C45H76O20 | 936.4930 | 936.4932 | 981.4914 | −2.95 | 981.4914[M + HCOO] − |
| 13 | 18.94 | 5280805 | Rutin | C27H30O16 | 610.15338 | 610.1532 | 609.1459 | 3.94 | 609.1459[M − H] − |
| 14 | 19.20 | 101923513 | Macrostemonoside I | C45H72O20 | 932.4617 | 932.4564 | 931.4564 | 0.614 | 977.4615[M + HCOO] − |
| 931.4564[M − H] − | |||||||||
| 15 | 19.38 | 5318767 | Kaempferol-3-O-β-rutinoside | C27H30O15 | 594.15847 | 594.1577 | 593.1505 | −1.2 | 593.1507[M − H] − |
| 16 | 19.48 | 101923511 | Macrostemonoside G | C45H74O20 | 934.47734 | 934.4781 | 979.4763 | −0.1 | 979.4763[M + HCOO] − |
| 934.4781[M − H] − | |||||||||
| 17 | 19.61 | 5280459 | Quercitrin | C21H20O11 | 448.1006 | 448.1002 | 447.0928 | −1.1 | 447.0928[M − H] − |
| 285.03907[M – H − OGlc] − | |||||||||
| 18 | 19.63 | - | Macrostemonoside P | C45H76O20 | 936.49299 | 936.4927 | 981.4909 | −2.4 | 981.4909[M + HCOO] − |
| 935.4830[M − H] − | |||||||||
| 19 | 20.39 | 5280343 | Quercetin | C15H10O7 | 302.0427 | 302.0427 | 303.0505 | 9.569 | 303.0505[M + H]+ |
| 20 | 20.44 | - | Quercetin-3-O-α-D-riboside | C20H18O11 | 434.0849 | 434.0779 | 433.0776 | −0.69 | 433.0776[M − H] − |
| 21 | 20.75 | - | Kaempferol-3-D-glucoside-7-O-rhamnoside | C27H30O14 | 578.1636 | 578.1634 | 577.1616 | 0.1 | 577.1564[M − H] − |
| 22 | 20.98 | - | 25R-Macrostemonoside P | C45H76O20 | 936.4930 | 936.4932 | 981.4914 | −2.95 | 981.4914[M + HCOO] − |
| 935.4930[M − H] − | |||||||||
| 773.4301 [M – H − Glc] − | |||||||||
| 23 | 21.23 | 5385553 | Apigenin-7-O-β-D-glucoside | C21H20O10 | 432.1056 | 432.0984 | 431.0984 | −3.48 | 431.0984[M − H] − |
| 24 | 21.61 | - | Chrysoeriol-7-O-β-D-glucoside | C22H22O11 | 462.1162 | 462.1154 | 461.1081 | 0 | 461.1081[M − H] − |
| 283.02409[M – H − C6H10O6] − | |||||||||
| 25 | 22.47 | - | Macrostemonoside O | C45H74O19 | 918.48243 | 918.4821 | 963.4803 | −0.3 | 963.4803[M + HCOO] − |
| 918.4821[M − H] − | |||||||||
| 26 | 22.75 | 123134749 | Timosaponin BII | C13H14N2O2 | 920.49808 | 920.4994 | 965.4995 | 0.10 | 965.4995[M + HCOO] − |
| 919.4907[M − H] − | |||||||||
| 27 | 23.92 | 137701652 | 25R-timosaponin BII | C13H14N2O2 | 920.49808 | 920.4994 | 965.4995 | −1.52 | 965.4995[M + HCOO] − |
| 919.4907[M − H] − | |||||||||
| 28 | 24.51 | 44406496 | Bryoamaride | C36H54O12 | 678.3583 | 678.3602 | 723.3584 | −2.8 | 723.3596[M + HCOO] − |
| 677.3538[M − H]− | |||||||||
| 29 | 25.04 | 101306926 | 25-O-Acetylbryoamaride | C38H56O13 | 720.3721 | 720.3729 | 765.3712 | 1.1 | 765.3712[M + HCOO]− |
| 719.3661[M − H]− | |||||||||
| 30 | 26.28 | 192,523 | Macrostemonoside F | C45H74O18 | 902.48752 | 902.4882 | 947.4864 | 0.7 | 947.4864[M + HCOO]− |
| 901.4882[M − H]− | |||||||||
| 31 | 26.44 | 101389834 | Timosaponin C | C45H74O18 | 902.4875 | 902.4882 | 947.4877 | 2.551 | 947.4864[M + HCOO]− |
| 901.4882[M − H]− | |||||||||
| 32 | 28.60 | 5281318 | Cucurbitacin D | C30H44O7 | 516.3087 | 516.3087 | 516.3092 | 1.553 | 561.3074[M + HCOO]− |
| 33 | 28.60 | - | Macrostemonoside S | C39H62O14 | 754.4145 | 754.4067 | 799.4114 | 0.133 | 799.4114[M + HCOO]− |
| 753.4122[M − H]− | |||||||||
| 34 | 28.85 | 5321949 | Tianshic acid | C18H34O5 | 330.2406 | 330.2442 | 329.2406 | −2.73 | 329.2406[M − H]− |
| 35 | 29.03 | 5281316 | Cucurbitacin B | C32H46O8 | 558.3193 | 558.3196 | 603.3178 | 0.6 | 603.3178[M + HCOO]− |
| 557.3191[M − H]− | |||||||||
| 36 | 29.51 | 5352014 | Isocucurbitacin B | C32H46O8 | 558.3193 | 558.3098 | 603.3191 | −3.65 | 603.3191[M + HCOO]− |
| 557.3098[M − H]− | |||||||||
| 37 | 29.76 | 13,849 | Pentadecanoic acid | C15H30O2 | 242.2246 | 242.2212 | 287.2222 | 3.482 | 287.22222[M + HCOO]− |
| 38 | 37.68 | 71306914 | Timosaponin A III | C39H64O13 | 740.4371 | 740.4347 | 785.4356 | 0.8 | 785.4335[M + HCOO]– |
| 739.4353[M − H]− | |||||||||
| 577.3734[M − H − Glc]− | |||||||||
| 39 | 38.06 | 197,480 | Macrostemonoside A | C51H84O23 | 1064.5403 | 1064.5375 | 1109.5357 | 2.6 | 1109.53566[M + HCOO]− |
| 40 | 40.87 | 197,481 | Macrostemonoside D | C53H86O24 | 1106.5509 | 1106.5509 | 1151.5491 | 0 | 1151.5491[M + HCOO]− |
| 1105.5338[M − H]− | |||||||||
| 41 | 42.64 | 5281126 | Punicic acid | C18H30O2 | 278.2246 | 278.2324 | 279.2333 | −3.22 | 279.2333[M + H]+ |
| 42 | 42.80 | 5280934 | Linolenic acid | C18H30O2 | 278.2246 | 278.2241 | 279.2313 | −3.22 | 279.2313[M + H]+ |
| 43 | 44.19 | 5742590 | Sitogluside | C35H60O6 | 576.4390 | 576.4389 | 621.4371 | −0.1 | 621.4374[M + HCOO]− |
FIGURE 3The chemical structures of main compounds from GLXB and the single herbs based on analysis of HPLC-Q-TOF-MS and information retrieval. Compounds from Gualou: labeled as yellow nodes; compounds from Xiebai: labeled as blue nodes; common compounds in two herbs: labeled as green nodes.
FIGURE 4Target maps of GLXB on AS. (A) The Venn diagram of the target of GLXB against AS. (B) Compound–target network of GLXB. Targets of Gualou: labeled as yellow circle nodes; targets of Xiebai: labeled as blue circle nodes; targets of Gualou and Xiebai: labeled as green circle nodes; compounds from Gualou: labeled as yellow triangle nodes; compounds from Xiebai: labeled as blue triangle nodes; common compounds in two herbs: labeled as green triangle nodes. (C) Ten key targets of GLXB on AS.
Topological eigenvalues of the major compounds and targets.
| NO. | Name | Degree | Betweenness centrality | Closeness centrality | |
|---|---|---|---|---|---|
|
| 1 | Quercetin | 60 | 0.01169446 | 0.57943925 |
| 2 | Apigenin | 42 | 0.0064552 | 0.55029586 | |
| 3 | PHA | 38 | 0.02387083 | 0.55029586 | |
| 4 | Guanosine | 34 | 0.01194087 | 0.53448276 | |
| 5 | Tianshic acid | 33 | 0.01372401 | 0.50819672 | |
| 6 | Linolenic acid | 33 | 0.013192 | 0.53757225 | |
| 7 | Chrysoeriol | 28 | 0.00833858 | 0.52394366 | |
| 8 | Pentadecanoic acid | 27 | 0.01166515 | 0.50543478 | |
| 9 | Punicic acid | 27 | 0.00488589 | 0.49206349 | |
| 10 | Kaempferol | 25 | 0.00401259 | 0.51955307 | |
| 11 | WV | 22 | 0.00470239 | 0.5027027 | |
| 12 | Vanillic acid 4-β-D-glucopyranoside | 17 | 0.00603805 | 0.496 | |
| 13 | Rutin | 15 | 0.00054976 | 0.48186528 | |
| 14 | Apigenin-7-O-β-D-glucoside | 14 | 0.00343475 | 0.49076517 | |
| 15 | Chrysoeriol-7-O-β-D-glucoside | 13 | 0.00172374 | 0.48691099 | |
| 16 | Cucurbitacin D | 13 | 0.00125008 | 0.45588235 | |
| 17 | Sitogluside | 13 | 0.00302562 | 0.46969697 | |
| 18 | Quercitrin | 11 | 0.00061121 | 0.45925926 | |
| 19 | Quercetin-3-O-α-D-riboside | 10 | 0.00106769 | 0.47328244 | |
| 20 | 2,3,4,9-tetrahydro-1H-pyrido [3,4-b] indole-3-carboxylic acid | 8 | 0.00052686 | 0.4503632 | |
| 21 | Adenosine | 7 | 0.00132463 | 0.4503632 | |
|
| 1 | VEGFA | 103 | 0.118007 | 0.681319 |
| 2 | INS | 102 | 0.053024 | 0.678832 | |
| 3 | IL6 | 101 | 0.036807 | 0.686347 | |
| 4 | TNF | 93 | 0.032016 | 0.661922 | |
| 5 | AKT1 | 92 | 0.025733 | 0.657244 | |
| 6 | PTGS2 | 85 | 0.026923 | 0.632653 | |
| 7 | CXCL8 | 79 | 0.015883 | 0.626263 | |
| 8 | MMP9 | 76 | 0.009823 | 0.61794 | |
| 9 | MAPK1 | 73 | 0.020067 | 0.611842 | |
| 10 | CASP3 | 72 | 0.009116 | 0.605863 | |
| 11 | IL1B | 71 | 0.008164 | 0.598071 | |
| 12 | TP53 | 71 | 0.014121 | 0.605863 | |
| 13 | eNOS | 71 | 0.021831 | 0.603896 | |
| 14 | CCL2 | 69 | 0.006417 | 0.601942 | |
| 15 | SERPINE1 | 68 | 0.009258 | 0.594249 | |
| 16 | ICAM1 | 66 | 0.010595 | 0.592357 | |
| 17 | MMP2 | 64 | 0.004805 | 0.586751 | |
| 18 | MPO | 64 | 0.008849 | 0.590476 | |
| 19 | IL10 | 63 | 0.004539 | 0.58125 | |
| 20 | PPARG | 63 | 0.009372 | 0.588608 | |
| 21 | CAT | 63 | 0.012122 | 0.583072 | |
| 22 | APP | 63 | 0.024471 | 0.58125 | |
| 23 | CRP | 61 | 0.006157 | 0.575851 | |
| 24 | MAPK8 | 60 | 0.00444 | 0.574074 | |
| 25 | PLG | 60 | 0.007493 | 0.583072 | |
| 26 | 60 | 0.012099 | 0.58125 | ||
| 27 | JUN | 59 | 0.004203 | 0.575851 | |
| 28 | ESR1 | 59 | 0.012214 | 0.579439 | |
| 29 | F2 | 58 | 0.015548 | 0.57764 | |
| 30 | VCAM1 | 57 | 0.002853 | 0.56535 | |
| 31 | TLR2 | 56 | 0.005041 | 0.575851 | |
| 32 | FOS | 55 | 0.004311 | 0.56535 | |
| 33 | TGFB1 | 54 | 0.002668 | 0.56535 | |
| 34 | KDR | 54 | 0.010205 | 0.574074 | |
| 35 | CXCL12 | 54 | 0.007289 | 0.574074 | |
| 36 | MMP3 | 53 | 0.004459 | 0.563636 | |
| 37 | SPP1 | 53 | 0.003758 | 0.567073 | |
| 38 | HMOX1 | 52 | 0.00349 | 0.561934 | |
| 39 | p38 | 52 | 0.005175 | 0.567073 | |
| 40 | MMP1 | 51 | 0.003625 | 0.555224 | |
| 41 | NOS2 | 46 | 0.006216 | 0.548673 | |
| 42 | HIF1A | 44 | 0.007308 | 0.542274 | |
| 43 | FGF1 | 44 | 0.047875 | 0.542274 | |
| 44 | SOD1 | 43 | 0.006697 | 0.540698 | |
| 45 | SELP | 42 | 0.003888 | 0.551929 | |
| 46 | F3 | 41 | 0.004114 | 0.537572 | |
| 47 | ALOX5 | 41 | 0.007343 | 0.540698 | |
| 48 | ACHE | 40 | 0.013301 | 0.529915 | |
| 49 | CTNNB1 | 39 | 0.003229 | 0.53913 | |
| 50 | AGTR1 | 37 | 0.002639 | 0.536023 | |
| 51 | PGF | 36 | 0.003545 | 0.528409 | |
| 52 | PPARA | 36 | 0.009191 | 0.518106 | |
| 53 | ABCB1 | 36 | 0.019244 | 0.532951 | |
| 54 | PTGS1 | 33 | 0.004986 | 0.531429 | |
| 55 | CYP3A4 | 30 | 0.009208 | 0.522472 | |
| 56 | MMP8 | 29 | 0.002706 | 0.519553 |
FIGURE 5Top 20 enriched pathways of GLXB on AS.
FIGURE 6Target-pathway/biological process network of GLXB. Pathways of Gualou: labeled as brown hexagon nodes; biological process of Gualou: labeled as pink hexagon nodes; pathways of Xiebai: labeled as red hexagon nodes; biological process of Xiebai: labeled as purple hexagon nodes; targets of Gualou: labeled as yellow circle nodes; targets of Xiebai: labeled as blue circle nodes; targets of Gualou and Xiebai: labeled as green circle nodes.
FIGURE 7Validation of the mechanisms of GLXB treatment against AS in vivo. (A) The level of IL-6 in the serum of mice. (B) The level of IL-1β in the serum of mice. (C) The level of TNF-α in the serum of mice. (D) The level of ALOX5 in the serum of mice. (E) The expression of the p-p38 protein in the aorta of mice. (F) The level of PTGS2 in the serum of mice. (G) The expression of the p-AKT protein in the aorta of mice. (H) The level of VEGFA in the serum of mice. (I) The level of eNOS in the serum of mice. Data were expressed as mean ± SEM. * p < 0.05, ** p < 0.01. (J) The expressions of VCAM-1 and ICAM-1 proteins in the aorta of mice. Data were expressed as mean ± SEM. ** p < 0.01 vs. control group, ΔΔ p < 0.01 vs. GLXB group, # p < 0.05, p < 0.01 vs. model group. (K) Coimmunofluorescence staining of aortic tissue sections with antibodies to CD68 and α-SMA. Bar = 25 μm. (L) The level of TC in the serum of mice. (M) The level of TG in the serum of mice. (N) The level of LDL-C in the serum of mice. (O) The level of HDL-C in the serum of mice. Data were expressed as mean ± SEM (n = 6). * p < 0.05, ** p < 0.01. GLXB: Gualou–Xiebai herb pair (6 g/kg); GL: Gualou (4 g/kg); XB: Xiebai (2 g/kg); ATO: atorvastatin (10 mg/kg).