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: CX3CL1

Gene summary for CX3CL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CX3CL1

Gene ID

6376

Gene nameC-X3-C motif chemokine ligand 1
Gene AliasABCD-3
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0N0N7


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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
6376CX3CL1LZE4THumanEsophagusESCC2.32e-101.04e-010.0811
6376CX3CL1LZE5THumanEsophagusESCC2.94e-03-2.92e-040.0514
6376CX3CL1LZE8THumanEsophagusESCC6.67e-082.02e-010.067
6376CX3CL1LZE21THumanEsophagusESCC1.83e-055.53e-010.0655
6376CX3CL1P1T-EHumanEsophagusESCC9.34e-056.28e-010.0875
6376CX3CL1P2T-EHumanEsophagusESCC4.34e-044.40e-010.1177
6376CX3CL1P4T-EHumanEsophagusESCC1.33e-11-3.29e-020.1323
6376CX3CL1P5T-EHumanEsophagusESCC3.37e-062.72e-010.1327
6376CX3CL1P8T-EHumanEsophagusESCC1.20e-361.27e+000.0889
6376CX3CL1P10T-EHumanEsophagusESCC3.73e-05-1.81e-010.116
6376CX3CL1P11T-EHumanEsophagusESCC2.52e-077.25e-010.1426
6376CX3CL1P12T-EHumanEsophagusESCC3.44e-041.46e-010.1122
6376CX3CL1P15T-EHumanEsophagusESCC6.94e-145.78e-010.1149
6376CX3CL1P16T-EHumanEsophagusESCC3.50e-032.44e-010.1153
6376CX3CL1P22T-EHumanEsophagusESCC1.36e-164.19e-020.1236
6376CX3CL1P23T-EHumanEsophagusESCC2.74e-036.08e-020.108
6376CX3CL1P26T-EHumanEsophagusESCC1.01e-227.38e-010.1276
6376CX3CL1P27T-EHumanEsophagusESCC1.87e-052.31e-010.1055
6376CX3CL1P30T-EHumanEsophagusESCC3.09e-087.85e-010.137
6376CX3CL1P32T-EHumanEsophagusESCC1.11e-081.12e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:200123620Oral cavityOSCCregulation of extrinsic apoptotic signaling pathway100/7305151/187231.07e-113.90e-10100
GO:007099720Oral cavityOSCCneuron death202/7305361/187233.75e-111.23e-09202
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:005149518Oral cavityOSCCpositive regulation of cytoskeleton organization135/7305226/187231.98e-105.66e-09135
GO:005123518Oral cavityOSCCmaintenance of location182/7305327/187236.16e-101.58e-08182
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:190121420Oral cavityOSCCregulation of neuron death174/7305319/187231.09e-082.23e-07174
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:003295620Oral cavityOSCCregulation of actin cytoskeleton organization189/7305358/187236.81e-081.21e-06189
GO:005165120Oral cavityOSCCmaintenance of location in cell121/7305214/187231.39e-072.32e-06121
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:011005320Oral cavityOSCCregulation of actin filament organization150/7305278/187232.68e-074.15e-06150
GO:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:000195215Oral cavityOSCCregulation of cell-matrix adhesion78/7305128/187234.05e-076.02e-0678
GO:005140217Oral cavityOSCCneuron apoptotic process134/7305246/187235.65e-078.19e-06134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516338EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0516312LiverCirrhoticHuman cytomegalovirus infection87/2530225/84652.67e-031.10e-026.76e-0387
hsa0516313LiverCirrhoticHuman cytomegalovirus infection87/2530225/84652.67e-031.10e-026.76e-0387
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0516322LiverHCCHuman cytomegalovirus infection131/4020225/84656.86e-042.77e-031.54e-03131
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0516332LiverHCCHuman cytomegalovirus infection131/4020225/84656.86e-042.77e-031.54e-03131
hsa0516326ProstateBPHHuman cytomegalovirus infection74/1718225/84654.87e-063.92e-052.43e-0574
hsa046688ProstateBPHTNF signaling pathway41/1718114/84656.86e-054.35e-042.69e-0441
hsa05163111ProstateBPHHuman cytomegalovirus infection74/1718225/84654.87e-063.92e-052.43e-0574
hsa0466815ProstateBPHTNF signaling pathway41/1718114/84656.86e-054.35e-042.69e-0441
hsa0516327ProstateTumorHuman cytomegalovirus infection74/1791225/84652.27e-051.79e-041.11e-0474
hsa0466821ProstateTumorTNF signaling pathway40/1791114/84653.88e-042.07e-031.29e-0340
hsa0516336ProstateTumorHuman cytomegalovirus infection74/1791225/84652.27e-051.79e-041.11e-0474
hsa0466831ProstateTumorTNF signaling pathway40/1791114/84653.88e-042.07e-031.29e-0340
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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
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CBreastADJ
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CBreastHealthy
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CLungADJ
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CLungMIAC
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CProstateADJ
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CProstateBPH
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CTHCAADJ
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CTHCACancer
CX3CL1CX3CR1CX3CL1_CX3CR1CX3CTHCAPTC
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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
CX3CL1SNVMissense_Mutationrs760976659c.270N>Ap.Asp90Glup.D90EP78423protein_codingtolerated(0.06)benign(0.065)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CX3CL1SNVMissense_Mutationc.575N>Gp.Ser192Cysp.S192CP78423protein_codingdeleterious(0)possibly_damaging(0.707)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CX3CL1SNVMissense_Mutationc.184G>Ap.Ala62Thrp.A62TP78423protein_codingdeleterious(0.05)probably_damaging(0.968)TCGA-AR-A252-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CX3CL1SNVMissense_Mutationnovelc.875N>Gp.Ser292Cysp.S292CP78423protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
CX3CL1SNVMissense_Mutationc.649N>Ap.Glu217Lysp.E217KP78423protein_codingtolerated(0.13)benign(0.147)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CX3CL1SNVMissense_Mutationc.761N>Tp.Pro254Leup.P254LP78423protein_codingtolerated(0.13)benign(0.001)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CX3CL1SNVMissense_Mutationnovelc.293N>Ap.Arg98Glnp.R98QP78423protein_codingtolerated(1)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CX3CL1SNVMissense_Mutationnovelc.528N>Tp.Gln176Hisp.Q176HP78423protein_codingtolerated(0.14)benign(0.215)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CX3CL1SNVMissense_Mutationc.824T>Ap.Phe275Tyrp.F275YP78423protein_codingdeleterious(0)possibly_damaging(0.693)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CX3CL1SNVMissense_Mutationc.362N>Cp.Met121Thrp.M121TP78423protein_codingtolerated(0.51)benign(0)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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
6376CX3CL1CELL SURFACE, DRUGGABLE GENOMECOMPLETE FREUND&APOS;S ADJUVANT15993821
6376CX3CL1CELL SURFACE, DRUGGABLE GENOMEATEZOLIZUMABATEZOLIZUMAB25428504
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