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: CCL5

Gene summary for CCL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCL5

Gene ID

6352

Gene nameC-C motif chemokine ligand 5
Gene AliasD17S136E
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

D0EI67


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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
6352CCL5GSM4909285HumanBreastIDC1.48e-02-1.50e-010.21
6352CCL5GSM4909286HumanBreastIDC7.01e-03-1.56e-010.1081
6352CCL5GSM4909312HumanBreastIDC1.48e-02-1.52e-010.1552
6352CCL5GSM4909317HumanBreastIDC2.13e-053.48e-010.1355
6352CCL5brca1HumanBreastPrecancer1.48e-02-1.55e-01-0.0338
6352CCL5P1HumanBreastIDC7.28e-065.34e-010.1527
6352CCL5P2HumanBreastIDC3.44e-086.05e-010.21
6352CCL5LZE4THumanEsophagusESCC1.57e-081.74e+000.0811
6352CCL5LZE6THumanEsophagusESCC9.51e-213.19e+000.0845
6352CCL5P12T-EHumanEsophagusESCC3.03e-061.43e-020.1122
6352CCL5P23T-EHumanEsophagusESCC8.25e-055.70e-020.108
6352CCL5P24T-EHumanEsophagusESCC4.46e-031.22e+000.1287
6352CCL5P52T-EHumanEsophagusESCC1.28e-604.35e+000.1555
6352CCL5P130T-EHumanEsophagusESCC2.18e-092.12e+000.1676
6352CCL5S43HumanLiverCirrhotic3.17e-21-6.82e-01-0.0187
6352CCL5HCC1_MengHumanLiverHCC8.21e-17-6.49e-010.0246
6352CCL5HCC2_MengHumanLiverHCC1.55e-15-5.63e-010.0107
6352CCL5cirrhotic1HumanLiverCirrhotic5.32e-14-5.66e-010.0202
6352CCL5cirrhotic2HumanLiverCirrhotic5.32e-22-2.20e-010.0201
6352CCL5cirrhotic3HumanLiverCirrhotic1.92e-08-5.21e-010.0215
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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
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
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:003367426ThyroidHTpositive regulation of kinase activity51/1272467/187235.42e-046.46e-0351
GO:003059315ThyroidHTneutrophil chemotaxis17/1272103/187235.50e-046.52e-0317
GO:004506925ThyroidHTregulation of viral genome replication15/127285/187235.54e-046.55e-0315
GO:007162116ThyroidHTgranulocyte chemotaxis19/1272125/187237.69e-048.43e-0319
GO:000223725ThyroidHTresponse to molecule of bacterial origin41/1272363/187239.54e-049.83e-0341
GO:009752917ThyroidHTmyeloid leukocyte migration28/1272220/187239.99e-041.02e-0228
GO:000268518ThyroidHTregulation of leukocyte migration27/1272210/187231.05e-031.06e-0227
GO:003249624ThyroidHTresponse to lipopolysaccharide39/1272343/187231.11e-031.11e-0239
GO:00341123ThyroidHTpositive regulation of homotypic cell-cell adhesion5/127213/187231.17e-031.15e-025
GO:0070233ThyroidHTnegative regulation of T cell apoptotic process6/127219/187231.22e-031.18e-026
GO:005090017ThyroidHTleukocyte migration41/1272369/187231.31e-031.26e-0241
GO:007135626ThyroidHTcellular response to tumor necrosis factor28/1272229/187231.84e-031.64e-0228
GO:003461227ThyroidHTresponse to tumor necrosis factor30/1272253/187232.08e-031.84e-0230
GO:003582116ThyroidHTmodulation of process of other organism16/1272106/187232.09e-031.84e-0216
GO:00486608ThyroidHTregulation of smooth muscle cell proliferation23/1272180/187232.57e-032.15e-0223
GO:000283110ThyroidHTregulation of response to biotic stimulus36/1272327/187232.91e-032.36e-0236
GO:004586020ThyroidHTpositive regulation of protein kinase activity41/1272386/187233.01e-032.43e-0241
GO:00421025ThyroidHTpositive regulation of T cell proliferation15/1272101/187233.32e-032.60e-0215
GO:004507017ThyroidHTpositive regulation of viral genome replication7/127230/187233.35e-032.60e-027
GO:00702291ThyroidHTnegative regulation of lymphocyte apoptotic process7/127230/187233.35e-032.60e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0532312BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa051206BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0532313BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0512013BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0532321BreastIDCRheumatoid arthritis21/86793/84653.69e-043.15e-032.36e-0321
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0512022BreastIDCEpithelial cell signaling in Helicobacter pylori infection16/86770/84651.56e-031.13e-028.42e-0316
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0502033BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
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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
CCL5CCR5CCL5_CCR5CCLBreastADJ
CCL5CCR1CCL5_CCR1CCLBreastDCIS
CCL5ACKR1CCL5_ACKR1CCLBreastDCIS
CCL5ACKR1CCL5_ACKR1CCLBreastHealthy
CCL5CCR1CCL5_CCR1CCLBreastIDC
CCL5ACKR1CCL5_ACKR1CCLBreastIDC
CCL5ACKR1CCL5_ACKR1CCLBreastPrecancer
CCL5CCR1CCL5_CCR1CCLCervixADJ
CCL5CCR4CCL5_CCR4CCLCervixADJ
CCL5CCR5CCL5_CCR5CCLCervixADJ
CCL5ACKR1CCL5_ACKR1CCLCervixADJ
CCL5CCR1CCL5_CCR1CCLCervixCC
CCL5ACKR1CCL5_ACKR1CCLCervixCC
CCL5CCR1CCL5_CCR1CCLCervixHealthy
CCL5CCR1CCL5_CCR1CCLCervixPrecancer
CCL5ACKR1CCL5_ACKR1CCLCervixPrecancer
CCL5CCR1CCL5_CCR1CCLCRCAD
CCL5ACKR1CCL5_ACKR1CCLCRCAD
CCL5ACKR1CCL5_ACKR1CCLCRCMSI-H
CCL5ACKR1CCL5_ACKR1CCLCRCMSS
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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
CCL5SNVMissense_Mutationnovelc.110N>Gp.Tyr37Cysp.Y37CP13501protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.56N>Tp.Ala19Valp.A19VP13501protein_codingtolerated(0.2)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationrs779249457c.244N>Tp.Arg82Trpp.R82WP13501protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CCL5SNVMissense_Mutationnovelc.49N>Ap.Leu17Ilep.L17IP13501protein_codingdeleterious(0.04)benign(0.142)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.5N>Gp.Lys2Argp.K2RP13501protein_codingdeleterious(0.04)benign(0.005)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CCL5SNVMissense_Mutationrs571565063c.14N>Tp.Ala5Valp.A5VP13501protein_codingtolerated(1)benign(0.001)TCGA-DF-A2KV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.234G>Cp.Lys78Asnp.K78NP13501protein_codingdeleterious(0.05)benign(0.057)TCGA-21-1083-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.62N>Tp.Ala21Valp.A21VP13501protein_codingtolerated(0.83)benign(0.007)TCGA-BR-8487-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.240N>Cp.Trp80Cysp.W80CP13501protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CD-5800-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCL5SNVMissense_Mutationnovelc.270N>Tp.Met90Ilep.M90IP13501protein_codingdeleterious(0.01)benign(0.023)TCGA-VQ-AA6J-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
6352CCL5CELL SURFACE, ENZYME, KINASE, DRUGGABLE GENOMENI-0701
6352CCL5CELL SURFACE, ENZYME, KINASE, DRUGGABLE GENOMEFLUTICASONE PROPIONATE14556981
6352CCL5CELL SURFACE, ENZYME, KINASE, DRUGGABLE GENOMEOX40 LIGAND12161277
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