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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CXCR4

Gene summary for CXCR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CXCR4

Gene ID

7852

Gene nameC-X-C motif chemokine receptor 4
Gene AliasCD184
Cytomap2q22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P61073


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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
7852CXCR4GSM4909281HumanBreastIDC4.58e-04-2.68e-010.21
7852CXCR4GSM4909285HumanBreastIDC1.40e-033.15e-010.21
7852CXCR4GSM4909286HumanBreastIDC1.81e-17-3.54e-010.1081
7852CXCR4GSM4909294HumanBreastIDC1.87e-02-2.09e-010.2022
7852CXCR4GSM4909296HumanBreastIDC2.95e-08-3.02e-010.1524
7852CXCR4GSM4909301HumanBreastIDC4.04e-12-3.28e-010.1577
7852CXCR4GSM4909302HumanBreastIDC9.10e-04-1.26e-010.1545
7852CXCR4GSM4909304HumanBreastIDC8.45e-05-3.16e-010.1636
7852CXCR4GSM4909307HumanBreastIDC7.36e-06-2.78e-010.1569
7852CXCR4GSM4909308HumanBreastIDC3.04e-04-2.56e-010.158
7852CXCR4GSM4909311HumanBreastIDC2.91e-15-3.45e-010.1534
7852CXCR4GSM4909312HumanBreastIDC3.09e-05-2.78e-010.1552
7852CXCR4GSM4909319HumanBreastIDC1.57e-14-3.15e-010.1563
7852CXCR4GSM4909320HumanBreastIDC1.80e-02-3.10e-010.1575
7852CXCR4GSM4909321HumanBreastIDC1.89e-15-3.46e-010.1559
7852CXCR4ctrl6HumanBreastPrecancer2.49e-086.91e-01-0.0061
7852CXCR4brca1HumanBreastPrecancer4.85e-07-3.05e-01-0.0338
7852CXCR4brca2HumanBreastPrecancer4.52e-03-2.65e-01-0.024
7852CXCR4brca10HumanBreastPrecancer3.83e-075.25e-01-0.0029
7852CXCR4NCCBC14HumanBreastDCIS9.24e-11-7.85e-020.2021
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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
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
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
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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000206428ThyroidATCepithelial cell development103/6293220/187233.06e-052.55e-04103
GO:004671833ThyroidATCviral entry into host cell72/6293144/187233.38e-052.80e-0472
GO:003090015ThyroidATCforebrain development164/6293379/187234.85e-053.87e-04164
GO:002153712ThyroidATCtelencephalon development113/6293248/187235.61e-054.32e-04113
GO:005092123ThyroidATCpositive regulation of chemotaxis70/6293141/187235.77e-054.43e-0470
GO:006076012ThyroidATCpositive regulation of response to cytokine stimulus33/629357/187231.43e-049.91e-0433
GO:000926632ThyroidATCresponse to temperature stimulus83/6293178/187232.03e-041.35e-0383
GO:000315825ThyroidATCendothelium development66/6293136/187232.16e-041.42e-0366
GO:003210324ThyroidATCpositive regulation of response to external stimulus178/6293427/187232.61e-041.67e-03178
GO:006075912ThyroidATCregulation of response to cytokine stimulus76/6293162/187232.92e-041.85e-0376
GO:000195912ThyroidATCregulation of cytokine-mediated signaling pathway71/6293150/187233.28e-042.04e-0371
GO:000196112ThyroidATCpositive regulation of cytokine-mediated signaling pathway29/629350/187233.42e-042.12e-0329
GO:010610621ThyroidATCcold-induced thermogenesis68/6293144/187234.70e-042.76e-0368
GO:012016121ThyroidATCregulation of cold-induced thermogenesis68/6293144/187234.70e-042.76e-0368
GO:00509206ThyroidATCregulation of chemotaxis99/6293223/187234.91e-042.86e-0399
GO:004576621ThyroidATCpositive regulation of angiogenesis82/6293181/187236.79e-043.83e-0382
GO:190401821ThyroidATCpositive regulation of vasculature development82/6293181/187236.79e-043.83e-0382
GO:009030324ThyroidATCpositive regulation of wound healing32/629359/187238.74e-044.72e-0332
GO:004206323ThyroidATCgliogenesis127/6293301/187231.07e-035.66e-03127
GO:004544623ThyroidATCendothelial cell differentiation56/6293118/187231.23e-036.44e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0467034BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516344BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0467044BreastDCISLeukocyte transendothelial migration21/846114/84654.07e-032.31e-021.70e-0221
hsa0517024BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
hsa0481023BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0516354BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0467054BreastDCISLeukocyte transendothelial migration21/846114/84654.07e-032.31e-021.70e-0221
hsa0517034BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
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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
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastADJ
CXCL12CXCR4CXCL12_CXCR4CXCLBreastADJ
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastDCIS
CXCL12CXCR4CXCL12_CXCR4CXCLBreastDCIS
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastHealthy
CXCL12CXCR4CXCL12_CXCR4CXCLBreastHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastIDC
CXCL12CXCR4CXCL12_CXCR4CXCLBreastIDC
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastPrecancer
CXCL12CXCR4CXCL12_CXCR4CXCLBreastPrecancer
CXCL12CXCR4CXCL12_CXCR4CXCLCervixADJ
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixADJ
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixCC
CXCL12CXCR4CXCL12_CXCR4CXCLCervixCC
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixHealthy
CXCL12CXCR4CXCL12_CXCR4CXCLCervixHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixPrecancer
CXCL12CXCR4CXCL12_CXCR4CXCLCervixPrecancer
CXCL12CXCR4CXCL12_CXCR4CXCLCRCAD
CXCL12CXCR4CXCL12_CXCR4CXCLCRCADJ
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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.
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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
CXCR4SNVMissense_Mutationc.385N>Tp.Leu129Phep.L129FP61073protein_codingtolerated(0.12)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CXCR4SNVMissense_Mutationnovelc.616N>Ap.Gln206Lysp.Q206KP61073protein_codingtolerated(1)possibly_damaging(0.664)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CXCR4SNVMissense_Mutationc.444N>Ap.Ser148Argp.S148RP61073protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CXCR4SNVMissense_Mutationnovelc.1031T>Gp.Val344Glyp.V344GP61073protein_codingtolerated(0.12)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CXCR4SNVMissense_Mutationc.52N>Ap.Glu18Lysp.E18KP61073protein_codingtolerated(0.21)benign(0.084)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CXCR4SNVMissense_Mutationc.565N>Gp.Ile189Valp.I189VP61073protein_codingtolerated(1)benign(0.001)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CXCR4SNVMissense_Mutationc.350A>Gp.His117Argp.H117RP61073protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CXCR4SNVMissense_Mutationc.553N>Ap.Asp185Asnp.D185NP61073protein_codingtolerated(0.58)benign(0)TCGA-AA-3831-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CXCR4SNVMissense_Mutationnovelc.715C>Tp.Arg239Cysp.R239CP61073protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CXCR4SNVMissense_Mutationc.997N>Ap.Leu333Ilep.L333IP61073protein_codingdeleterious(0.02)possibly_damaging(0.875)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantagonistLY 2510924
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMETG-0054BURIXAFOR
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMESPERMINE BIS-1-NAPGCHEMBL234763023434419
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEUlocuplumabULOCUPLUMAB
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantagonistCHEMBL3545330MSX-122
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEagonist252166735
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEbevacizumabBEVACIZUMAB27503580
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEFX125L
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEagonist135652070
7852CXCR4DRUG RESISTANCE, CLINICALLY ACTIONABLE, G PROTEIN COUPLED RECEPTOR, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEUSL311USL-311
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