Journal of Southern Medical University ›› 2025, Vol. 45 ›› Issue (1): 150-161.doi: 10.12122/j.issn.1673-4254.2025.01.18
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Qiao CHU1(
), Xiaona WANG2, Jiaying XU3, Huilin PENG3, Yulin ZHAO3, Jing ZHANG3, Guoyu LU1, Kai WANG3(
)
Received:2024-08-29
Online:2025-01-20
Published:2025-01-20
Contact:
Kai WANG
E-mail:chuqiao670906094@163.com;wangkai@swmu.edu.cn
Qiao CHU, Xiaona WANG, Jiaying XU, Huilin PENG, Yulin ZHAO, Jing ZHANG, Guoyu LU, Kai WANG. Pulsatilla saponin D inhibits invasion and metastasis of triple-negative breast cancer cells through multiple targets and pathways[J]. Journal of Southern Medical University, 2025, 45(1): 150-161.
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URL: https://www.j-smu.com/EN/10.12122/j.issn.1673-4254.2025.01.18
| Compound | Target genes | Number of targets |
|---|---|---|
| PSD | BLM, PTPN1, GPR6, APEX1, KDM1A, GPR55, PTGS1, KLF5, TOP2A, TRIM24, NFKB1, SLC6A5, CLK4, ADAM10, CTSD, PDGFRA, NTRK3, NR3C2, CSNK2B, SCN2A, PTPN2, MTOR, TFPI, TLR4, SCN3A, PIK3R1, DUSP3, CYP3A4, PDE3A, GLRA1ITK, HSP90AB1, GRIA2, GRIN1, C5AR1, HSP90AA1, MMP1, FPR2, CFTR, ACACB, HDAC2, TLR8, S1PR5, SLC9A1, PSMB1, AURKB, NTSR2, HDAC7, LTA4H, F13A1, SOAT1, ATG4B, NFE2L2, CACNA1B, CHUK, NR2E3, CDK1, ADORA1, CYSLTR2, AR, CDC25B, MDM4, NR4A1, SLC40A1, SLC1A3, SCN4A, AKR1C3, CAPN1, KIF11, WDR5, TERT, PRCP, HDAC5, MAP3K14, CHRM1, TACR2, QRFPR, NR1I2, GABRA1, PSMB9, ABL1, PTGER2, CBX4, PRMT1, ABCB1, CACNA1H, DCUN1D1, FAAH, FPR1, ACACA, MC4R, RXFP1, ADK, CDK5, PDGFRB, SLC1A2, METAP2, NOX1, PROC, PRSS1, PLA2G2A, MME, PTK2B, RECQ2, PTP1B, APE, AOF2, COX1, BTEB2, TOP2, RNF82, GLYT2, KUZ, CPSD, PDGFR2, TRKC, MCR, CK2N, HBA, PTPT, FRAP, LACI, KIAA1356, GRB1, VHR, CYP3A3, EMT, HSP90B, GLUR2, NMDAR1, C5AR, HSP90A, CLG, FPRH1, ABCC7, ACC2, UNQ249/PRO286, EDG8, APNH1, PSC5, AIK2, HDAC7A, LTA4, F13A, ACACT, APG4B, NRF2, CACH5, IKKA, PNR, CDC2, CYSLT2, DHTR, CDC25HU2, MDMX, GFRP1, FPN, EAAT1, DDH1, CANPL1, EG5, BIG3, EST2, PCP, KIAA0600, NIK, NK2R, GPR103, PXR, LMP2, ABL, HMT2, MDR1, DCN1, FAAH1, ACAC, LGR7, CDKN5, PDGFR, EAAT2, MNPEP, MOX1, TRP1, PLA2B, EPN, FAK2, RECQL3, APE1, KDM1, CKLF, TIF1, NET1, MADM, RHEPDGFRA, MLR, G5A, NAC2, FRAP1, TFPI1, NAC3, LYK, HSPC2, C5R1, HSPC1, FPRL1, ACCB, NHE1, AIM1, ACACT1, AUTL1, CACNL1A5, TCF16, RNR, CDC28A, CYSLT2R, NR3C4, HMR, FPN1, GLAST, HSD17B5, PIG30, KNSL1, TCS1, NKNAR, PSMB6i, JTK7, HRMT1L2, PGY1, DCUN1L1, ACC1, PSSALRE, PDGFR1, GLT1, P67EIF2, NOH1, TRY1, PLA2L, PYK2, APEX, KIAA0601, IKLF, TIF1A, SCN2A1, FRAP2, HSPCB, HSPCA, LXA4R, AIRK2, ACAT, KIAA0943, CDKN1, PSEC0146, NAK1, IREG1, GLAST1, KIAA0119, TRIP5, TRT, TAC2R, RING12, IR1B4, RP42, ACCA, TRYP1, RASF-A, RAFTK, SCCRO, APX, LSD1, HAP1, REF1, RAPT1, SCN2A2, RAFT1, STK12, STK5, ARK2, STAT, ACAT1, P34CDC2, MSTP079, SLC11A3, PGFS, STK1, SOAT | 285 |
Tab.1 Potential targets of Pulsatilla saponin D (PSD)
| Compound | Target genes | Number of targets |
|---|---|---|
| PSD | BLM, PTPN1, GPR6, APEX1, KDM1A, GPR55, PTGS1, KLF5, TOP2A, TRIM24, NFKB1, SLC6A5, CLK4, ADAM10, CTSD, PDGFRA, NTRK3, NR3C2, CSNK2B, SCN2A, PTPN2, MTOR, TFPI, TLR4, SCN3A, PIK3R1, DUSP3, CYP3A4, PDE3A, GLRA1ITK, HSP90AB1, GRIA2, GRIN1, C5AR1, HSP90AA1, MMP1, FPR2, CFTR, ACACB, HDAC2, TLR8, S1PR5, SLC9A1, PSMB1, AURKB, NTSR2, HDAC7, LTA4H, F13A1, SOAT1, ATG4B, NFE2L2, CACNA1B, CHUK, NR2E3, CDK1, ADORA1, CYSLTR2, AR, CDC25B, MDM4, NR4A1, SLC40A1, SLC1A3, SCN4A, AKR1C3, CAPN1, KIF11, WDR5, TERT, PRCP, HDAC5, MAP3K14, CHRM1, TACR2, QRFPR, NR1I2, GABRA1, PSMB9, ABL1, PTGER2, CBX4, PRMT1, ABCB1, CACNA1H, DCUN1D1, FAAH, FPR1, ACACA, MC4R, RXFP1, ADK, CDK5, PDGFRB, SLC1A2, METAP2, NOX1, PROC, PRSS1, PLA2G2A, MME, PTK2B, RECQ2, PTP1B, APE, AOF2, COX1, BTEB2, TOP2, RNF82, GLYT2, KUZ, CPSD, PDGFR2, TRKC, MCR, CK2N, HBA, PTPT, FRAP, LACI, KIAA1356, GRB1, VHR, CYP3A3, EMT, HSP90B, GLUR2, NMDAR1, C5AR, HSP90A, CLG, FPRH1, ABCC7, ACC2, UNQ249/PRO286, EDG8, APNH1, PSC5, AIK2, HDAC7A, LTA4, F13A, ACACT, APG4B, NRF2, CACH5, IKKA, PNR, CDC2, CYSLT2, DHTR, CDC25HU2, MDMX, GFRP1, FPN, EAAT1, DDH1, CANPL1, EG5, BIG3, EST2, PCP, KIAA0600, NIK, NK2R, GPR103, PXR, LMP2, ABL, HMT2, MDR1, DCN1, FAAH1, ACAC, LGR7, CDKN5, PDGFR, EAAT2, MNPEP, MOX1, TRP1, PLA2B, EPN, FAK2, RECQL3, APE1, KDM1, CKLF, TIF1, NET1, MADM, RHEPDGFRA, MLR, G5A, NAC2, FRAP1, TFPI1, NAC3, LYK, HSPC2, C5R1, HSPC1, FPRL1, ACCB, NHE1, AIM1, ACACT1, AUTL1, CACNL1A5, TCF16, RNR, CDC28A, CYSLT2R, NR3C4, HMR, FPN1, GLAST, HSD17B5, PIG30, KNSL1, TCS1, NKNAR, PSMB6i, JTK7, HRMT1L2, PGY1, DCUN1L1, ACC1, PSSALRE, PDGFR1, GLT1, P67EIF2, NOH1, TRY1, PLA2L, PYK2, APEX, KIAA0601, IKLF, TIF1A, SCN2A1, FRAP2, HSPCB, HSPCA, LXA4R, AIRK2, ACAT, KIAA0943, CDKN1, PSEC0146, NAK1, IREG1, GLAST1, KIAA0119, TRIP5, TRT, TAC2R, RING12, IR1B4, RP42, ACCA, TRYP1, RASF-A, RAFTK, SCCRO, APX, LSD1, HAP1, REF1, RAPT1, SCN2A2, RAFT1, STK12, STK5, ARK2, STAT, ACAT1, P34CDC2, MSTP079, SLC11A3, PGFS, STK1, SOAT | 285 |
Fig.2 "PSD-target-disease" interaction network. Blue oval nodes represent compound PSD, green oval nodes represent crossover genes, cyan oval nodes denote triple-negative breast cancer metastasis (disease), and gray lines stand for interactions.
Fig.3 Visualization of PPI network for PSD treatment of TNBC invasion and metastasis. Green oval nodes on the left side represent 94 potential targets and the circular nodes on the right side represent 26 core targets. The size and color shades of the nodes are proportional to their importance, and the thickness and color shades of the lines are proportional to the importance between nodes.
| Core targets | Degree unDir | PDB ID |
|---|---|---|
| HSP90AA1 | 39 | 6GR5 |
| HSP90AB1 | 33 | 6N8Y |
| NFKB1 | 27 | 1SVC |
| MTOR | 24 | 4JSN |
| HDAC2 | 23 | 7JS8 |
| ABL1 | 20 | 5HU9 |
| CDK1 | 19 | 6GU2 |
| TLR4 | 18 | 2Z62 |
| TERT | 17 | 5UGW |
| AR | 17 | 8E1A |
| PIK3R1 | 17 | 7PG5 |
| NFE2L2 | 16 | 7X5G |
| ABCB1 | 12 | 7A69 |
| KDM1A | 12 | 7E0G |
| CFTR | 11 | 5TFJ |
| PTPN1 | 11 | 7MN9 |
| PTGS1 | 10 | 6Y3C |
| GRIA2 | 9 | 7F3O |
| MME | 8 | 6SUK |
| PTK2B | 7 | 3CC6 |
| ACACA | 6 | 2YL2 |
| FPR2 | 6 | 6LW5 |
| CAPN1 | 6 | 7W7O |
| SLC1A2 | 5 | 7VR7 |
| LTA4H | 4 | 3U9W |
| MMP1 | 4 | 966C |
Tab.2 Core targets of PSD for the treatment of TNBC invasion and metastasis
| Core targets | Degree unDir | PDB ID |
|---|---|---|
| HSP90AA1 | 39 | 6GR5 |
| HSP90AB1 | 33 | 6N8Y |
| NFKB1 | 27 | 1SVC |
| MTOR | 24 | 4JSN |
| HDAC2 | 23 | 7JS8 |
| ABL1 | 20 | 5HU9 |
| CDK1 | 19 | 6GU2 |
| TLR4 | 18 | 2Z62 |
| TERT | 17 | 5UGW |
| AR | 17 | 8E1A |
| PIK3R1 | 17 | 7PG5 |
| NFE2L2 | 16 | 7X5G |
| ABCB1 | 12 | 7A69 |
| KDM1A | 12 | 7E0G |
| CFTR | 11 | 5TFJ |
| PTPN1 | 11 | 7MN9 |
| PTGS1 | 10 | 6Y3C |
| GRIA2 | 9 | 7F3O |
| MME | 8 | 6SUK |
| PTK2B | 7 | 3CC6 |
| ACACA | 6 | 2YL2 |
| FPR2 | 6 | 6LW5 |
| CAPN1 | 6 | 7W7O |
| SLC1A2 | 5 | 7VR7 |
| LTA4H | 4 | 3U9W |
| MMP1 | 4 | 966C |
Fig.4 Bubble plots of GO function and KEGG pathway enrichment for PSD inhibition of TNBC invasion and metastasis. A: Enrichment analysis of BP. B: Enrichment analysis of CC. C: Enrichment analysis of MF. D: KEGG pathway enrichment analysis.
| ID | Pathways | P | Number of related genes |
|---|---|---|---|
| hsa05200 | Pathways in cancer | 0.000000974 | 11 |
| hsa05417 | Lipid and atherosclerosis | 0.000026000 | 7 |
| hsa05215 | Prostate cancer | 0.000007060 | 6 |
| hsa04613 | Neutrophil extracellular trap formation | 0.000184000 | 6 |
| hsa05170 | Human immunodeficiency virus 1 infection | 0.000298000 | 6 |
| hsa05207 | Chemical carcinogenesis - receptor activation | 0.000298000 | 6 |
| hsa05206 | MicroRNAs in cancer | 0.001673574 | 6 |
| hsa04151 | PI3K-Akt signaling pathway | 0.003182088 | 6 |
| hsa05418 | Fluid shear stress and atherosclerosis | 0.000618000 | 5 |
| hsa04218 | Cellular senescence | 0.000953000 | 5 |
| hsa05208 | Chemical carcinogenesis-reactive oxygen species | 0.003535389 | 5 |
| hsa05131 | Shigellosis | 0.005091764 | 5 |
| hsa05165 | Human papillomavirus infection | 0.014031422 | 5 |
| hsa05010 | Alzheimer disease | 0.022984313 | 5 |
| hsa05220 | Chronic myeloid leukemia | 0.001299397 | 4 |
| hsa05235 | PD-L1 expression and PD-1 checkpoint pathway in cancer | 0.002047819 | 4 |
| hsa04657 | IL-17 signaling pathway | 0.002394257 | 4 |
| hsa04914 | Progesterone-mediated oocyte maturation | 0.003020588 | 4 |
| hsa04931 | Insulin resistance | 0.003550859 | 4 |
| hsa04659 | Th17 cell differentiation | 0.003550859 | 4 |
| hsa04066 | HIF-1 signaling pathway | 0.003644426 | 4 |
| hsa04152 | AMPK signaling pathway | 0.004886673 | 4 |
| hsa04910 | Insulin signaling pathway | 0.006900929 | 4 |
| hsa05135 | Yersinia infection | 0.006900929 | 4 |
| hsa05226 | Gastric cancer | 0.008693554 | 4 |
| hsa04217 | Necroptosis | 0.010557294 | 4 |
| hsa05161 | Hepatitis B | 0.010919274 | 4 |
| hsa05225 | Hepatocellular carcinoma | 0.012048446 | 4 |
| hsa04141 | Protein processing in endoplasmic reticulum | 0.012439336 | 4 |
| hsa04621 | NOD-like receptor signaling pathway | 0.015830764 | 4 |
| hsa05203 | Viral carcinogenesis | 0.020215918 | 4 |
| hsa05163 | Human cytomegalovirus infection | 0.026104939 | 4 |
| hsa04024 | cAMP signaling pathway | 0.026104939 | 4 |
| hsa05171 | Coronavirus disease - COVID-19 | 0.028568364 | 4 |
| hsa05132 | Salmonella infection | 0.033858771 | 4 |
| hsa05016 | Huntington disease | 0.056576135 | 4 |
| hsa04213 | Longevity regulating pathway - multiple species | 0.013188318 | 3 |
| hsa05221 | Acute myeloid leukemia | 0.015766996 | 3 |
| hsa05212 | Pancreatic cancer | 0.020005321 | 3 |
| hsa04012 | ErbB signaling pathway | 0.02466712 | 3 |
| hsa04211 | Longevity regulating pathway | 0.026868984 | 3 |
| hsa05146 | Amoebiasis | 0.034548353 | 3 |
| hsa05142 | Chagas disease | 0.034548353 | 3 |
| hsa04620 | Toll-like receptor signaling pathway | 0.038349814 | 3 |
| hsa04722 | Neurotrophin signaling pathway | 0.045714487 | 3 |
| hsa04919 | Thyroid hormone signaling pathway | 0.047106228 | 3 |
Tab.3 KEGG pathway enrichment
| ID | Pathways | P | Number of related genes |
|---|---|---|---|
| hsa05200 | Pathways in cancer | 0.000000974 | 11 |
| hsa05417 | Lipid and atherosclerosis | 0.000026000 | 7 |
| hsa05215 | Prostate cancer | 0.000007060 | 6 |
| hsa04613 | Neutrophil extracellular trap formation | 0.000184000 | 6 |
| hsa05170 | Human immunodeficiency virus 1 infection | 0.000298000 | 6 |
| hsa05207 | Chemical carcinogenesis - receptor activation | 0.000298000 | 6 |
| hsa05206 | MicroRNAs in cancer | 0.001673574 | 6 |
| hsa04151 | PI3K-Akt signaling pathway | 0.003182088 | 6 |
| hsa05418 | Fluid shear stress and atherosclerosis | 0.000618000 | 5 |
| hsa04218 | Cellular senescence | 0.000953000 | 5 |
| hsa05208 | Chemical carcinogenesis-reactive oxygen species | 0.003535389 | 5 |
| hsa05131 | Shigellosis | 0.005091764 | 5 |
| hsa05165 | Human papillomavirus infection | 0.014031422 | 5 |
| hsa05010 | Alzheimer disease | 0.022984313 | 5 |
| hsa05220 | Chronic myeloid leukemia | 0.001299397 | 4 |
| hsa05235 | PD-L1 expression and PD-1 checkpoint pathway in cancer | 0.002047819 | 4 |
| hsa04657 | IL-17 signaling pathway | 0.002394257 | 4 |
| hsa04914 | Progesterone-mediated oocyte maturation | 0.003020588 | 4 |
| hsa04931 | Insulin resistance | 0.003550859 | 4 |
| hsa04659 | Th17 cell differentiation | 0.003550859 | 4 |
| hsa04066 | HIF-1 signaling pathway | 0.003644426 | 4 |
| hsa04152 | AMPK signaling pathway | 0.004886673 | 4 |
| hsa04910 | Insulin signaling pathway | 0.006900929 | 4 |
| hsa05135 | Yersinia infection | 0.006900929 | 4 |
| hsa05226 | Gastric cancer | 0.008693554 | 4 |
| hsa04217 | Necroptosis | 0.010557294 | 4 |
| hsa05161 | Hepatitis B | 0.010919274 | 4 |
| hsa05225 | Hepatocellular carcinoma | 0.012048446 | 4 |
| hsa04141 | Protein processing in endoplasmic reticulum | 0.012439336 | 4 |
| hsa04621 | NOD-like receptor signaling pathway | 0.015830764 | 4 |
| hsa05203 | Viral carcinogenesis | 0.020215918 | 4 |
| hsa05163 | Human cytomegalovirus infection | 0.026104939 | 4 |
| hsa04024 | cAMP signaling pathway | 0.026104939 | 4 |
| hsa05171 | Coronavirus disease - COVID-19 | 0.028568364 | 4 |
| hsa05132 | Salmonella infection | 0.033858771 | 4 |
| hsa05016 | Huntington disease | 0.056576135 | 4 |
| hsa04213 | Longevity regulating pathway - multiple species | 0.013188318 | 3 |
| hsa05221 | Acute myeloid leukemia | 0.015766996 | 3 |
| hsa05212 | Pancreatic cancer | 0.020005321 | 3 |
| hsa04012 | ErbB signaling pathway | 0.02466712 | 3 |
| hsa04211 | Longevity regulating pathway | 0.026868984 | 3 |
| hsa05146 | Amoebiasis | 0.034548353 | 3 |
| hsa05142 | Chagas disease | 0.034548353 | 3 |
| hsa04620 | Toll-like receptor signaling pathway | 0.038349814 | 3 |
| hsa04722 | Neurotrophin signaling pathway | 0.045714487 | 3 |
| hsa04919 | Thyroid hormone signaling pathway | 0.047106228 | 3 |
| Compound | Targets | PDB ID | MM-GBSA dG Bind (kcal/mol) |
|---|---|---|---|
| PSD | MTOR | 4JSN | -32.00 |
| HDAC2 | 7JS8 | -17.49 | |
| ABL1 | 5HU9 | -30.56 | |
| CDK1 | 6GU2 | -32.77 | |
| TLR4 | 2Z62 | -19.87 | |
| TERT | 5UGW | -39.09 | |
| PIK3R1 | 7PG5 | -31.43 | |
| NFE2L2 | 7X5G | -43.75 | |
| KDM1A | 7E0G | -43.68 | |
| PTPN1 | 7MN9 | -20.59 |
Tab.4 Free energy of PSD binding to the core target proteins
| Compound | Targets | PDB ID | MM-GBSA dG Bind (kcal/mol) |
|---|---|---|---|
| PSD | MTOR | 4JSN | -32.00 |
| HDAC2 | 7JS8 | -17.49 | |
| ABL1 | 5HU9 | -30.56 | |
| CDK1 | 6GU2 | -32.77 | |
| TLR4 | 2Z62 | -19.87 | |
| TERT | 5UGW | -39.09 | |
| PIK3R1 | 7PG5 | -31.43 | |
| NFE2L2 | 7X5G | -43.75 | |
| KDM1A | 7E0G | -43.68 | |
| PTPN1 | 7MN9 | -20.59 |
Fig.5 2D and 3D binding pattern maps of PSD to the core target proteins. A: 3D binding model of PSD and MTOR. B: 2D binding model of PSD and MTOR. C: 3D binding model of PSD and HDAC2. D: 2D binding model of PSD and HDAC2. E: 3D binding model of PSD and ABL1. F: 2D binding model of PSD and ABL1. G: 3D binding model of PSD and CDK1. H: 2D binding model of PSD and CDK1. I: 3D binding model of PSD and TLR4. J: 2D binding model of PSD and TLR4. K: 3D binding model of PSD and TERT. L: 2D binding model of PSD and TERT. M: 3D binding model of PSD and PIK3R1. N: 2D binding model of PSD and PIK3R1. O: 3D binding model of PSD and NFE2L2. P: 2D binding model of PSD and NFE2L2. Q: 3D binding model of PSD and PTPN1. R: 2D binding model of PSD and PTPN1.
Fig.6 PSD inhibits invasion and migration of TNBC cells. A: Crystal violet staining for detecting migration and invasion of MDA-MB-231 and HS-578T cells (Original magnification: ×200). B, C: Quantitative analysis of the results. **P<0.01 vs 0 μmol/L PSD group.
Fig.7 PSD inhibits the expression of invasion and migration related proteins. A: MMP9, N-cadherin, and MMP2 protein levels were detected by Western blotting. B-D: Quantitative analysis of the results. *P<0.05, **P<0.01 vs 0 μmol/L group.
Fig.8 PSD inhibits the expression of 9 core target proteins in TNBC cells. A: p-mTOR, mTOR, CDK1, ABL1, TERT, PTPN1, HDAC2, PIK3R1, TLR4 and nuclear NRF2 protein levels detected by Western blotting. B-J: Quantitative analysis of the results. NRF2: NFE2L2. *P<0.05, **P<0.01 vs 0 μmol/L PSD group.
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