Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SDC4

Gene summary for SDC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDC4

Gene ID

6385

Gene namesyndecan 4
Gene AliasSYND4
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

P31431


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6385SDC4GSM4909285HumanBreastIDC2.01e-09-4.73e-010.21
6385SDC4GSM4909288HumanBreastIDC1.21e-03-3.37e-010.0988
6385SDC4GSM4909290HumanBreastIDC1.62e-08-4.99e-010.2096
6385SDC4GSM4909294HumanBreastIDC1.01e-15-5.57e-010.2022
6385SDC4GSM4909296HumanBreastIDC2.30e-14-4.88e-010.1524
6385SDC4GSM4909297HumanBreastIDC1.44e-07-1.89e-030.1517
6385SDC4GSM4909299HumanBreastIDC3.62e-043.28e-010.035
6385SDC4GSM4909304HumanBreastIDC9.01e-05-3.89e-010.1636
6385SDC4GSM4909306HumanBreastIDC1.70e-08-4.43e-010.1564
6385SDC4GSM4909307HumanBreastIDC1.42e-08-4.66e-010.1569
6385SDC4GSM4909311HumanBreastIDC1.10e-31-4.50e-010.1534
6385SDC4GSM4909312HumanBreastIDC4.20e-10-2.46e-010.1552
6385SDC4GSM4909313HumanBreastIDC1.63e-083.12e-010.0391
6385SDC4GSM4909315HumanBreastIDC2.32e-07-4.07e-010.21
6385SDC4GSM4909316HumanBreastIDC6.95e-03-4.87e-010.21
6385SDC4GSM4909318HumanBreastIDC5.82e-03-4.58e-010.2031
6385SDC4GSM4909319HumanBreastIDC1.82e-37-7.22e-010.1563
6385SDC4GSM4909320HumanBreastIDC3.22e-13-6.99e-010.1575
6385SDC4GSM4909321HumanBreastIDC7.02e-16-3.60e-010.1559
6385SDC4brca1HumanBreastPrecancer2.27e-02-1.86e-01-0.0338
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00508637BreastPrecancerregulation of T cell activation37/1080329/187238.04e-051.56e-0337
GO:00071597BreastPrecancerleukocyte cell-cell adhesion40/1080371/187231.07e-041.94e-0340
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:00224079BreastPrecancerregulation of cell-cell adhesion45/1080448/187232.12e-043.30e-0345
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:19030377BreastPrecancerregulation of leukocyte cell-cell adhesion36/1080336/187232.61e-043.84e-0336
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:01501174BreastPrecancerpositive regulation of cell-substrate junction organization8/108033/187234.55e-046.02e-038
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:00351486BreastPrecancertube formation19/1080148/187238.79e-041.01e-0219
GO:19035434BreastPrecancerpositive regulation of exosomal secretion5/108015/187231.17e-031.26e-025
GO:00420987BreastPrecancerT cell proliferation23/1080199/187231.17e-031.27e-0223
GO:00026836BreastPrecancernegative regulation of immune system process41/1080434/187231.33e-031.40e-0241
GO:01100539BreastPrecancerregulation of actin filament organization29/1080278/187231.50e-031.55e-0229
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0520542BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0520552BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa045124CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
Page: 1 2 3 4 5 6 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
COL1A1SDC4COL1A1_SDC4COLLAGENBreastADJ
COL1A2SDC4COL1A2_SDC4COLLAGENBreastADJ
COL4A1SDC4COL4A1_SDC4COLLAGENBreastADJ
COL4A2SDC4COL4A2_SDC4COLLAGENBreastADJ
COL6A1SDC4COL6A1_SDC4COLLAGENBreastADJ
COL6A2SDC4COL6A2_SDC4COLLAGENBreastADJ
COL6A3SDC4COL6A3_SDC4COLLAGENBreastADJ
THBS1SDC4THBS1_SDC4THBSBreastADJ
THBS2SDC4THBS2_SDC4THBSBreastADJ
ANGPTL4SDC4ANGPTL4_SDC4ANGPTLBreastADJ
MDKSDC4MDK_SDC4MKBreastADJ
FN1SDC4FN1_SDC4FN1BreastADJ
TNCSDC4TNC_SDC4TENASCINBreastADJ
TNXBSDC4TNXB_SDC4TENASCINBreastADJ
COL1A1SDC4COL1A1_SDC4COLLAGENBreastDCIS
COL1A2SDC4COL1A2_SDC4COLLAGENBreastDCIS
COL4A1SDC4COL4A1_SDC4COLLAGENBreastDCIS
COL4A2SDC4COL4A2_SDC4COLLAGENBreastDCIS
COL6A1SDC4COL6A1_SDC4COLLAGENBreastDCIS
COL6A2SDC4COL6A2_SDC4COLLAGENBreastDCIS
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SDC4SNVMissense_Mutationc.181N>Ap.Ser61Thrp.S61TP31431protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SDC4SNVMissense_Mutationc.74N>Gp.Glu25Glyp.E25GP31431protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SDC4SNVMissense_Mutationrs201484099c.592N>Ap.Ala198Thrp.A198TP31431protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SDC4SNVMissense_Mutationrs750355782c.431N>Tp.Thr144Metp.T144MP31431protein_codingdeleterious(0.05)probably_damaging(0.99)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SDC4SNVMissense_Mutationnovelc.517N>Gp.Lys173Glup.K173EP31431protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
SDC4SNVMissense_Mutationc.552N>Tp.Lys184Asnp.K184NP31431protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SDC4SNVMissense_Mutationnovelc.97N>Ap.Leu33Ilep.L33IP31431protein_codingtolerated(0.2)possibly_damaging(0.551)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
SDC4SNVMissense_Mutationc.287G>Ap.Gly96Glup.G96EP31431protein_codingtolerated(0.28)benign(0.03)TCGA-BS-A0U8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SDC4SNVMissense_Mutationnovelc.344N>Tp.Arg115Ilep.R115IP31431protein_codingdeleterious(0.01)possibly_damaging(0.773)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SDC4SNVMissense_Mutationnovelc.104G>Ap.Gly35Aspp.G35DP31431protein_codingtolerated(0.2)benign(0.003)TCGA-D1-A2G0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1