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: CCL15

Gene summary for CCL15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCL15

Gene ID

6359

Gene nameC-C motif chemokine ligand 15
Gene AliasHCC-2
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A0B4J2E2


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
6359CCL15HTA11_10623_2000001011HumanColorectumAD9.21e-083.00e-01-0.0177
6359CCL15HTA11_6801_2000001011HumanColorectumSER1.19e-074.96e-010.0171
6359CCL15HTA11_7469_2000001011HumanColorectumAD3.81e-022.90e-01-0.0124
6359CCL15HTA11_99999970781_79442HumanColorectumMSS4.08e-112.25e-010.294
6359CCL15HTA11_99999965062_69753HumanColorectumMSI-H7.89e-033.79e-010.3487
6359CCL15HTA11_99999965104_69814HumanColorectumMSS6.03e-082.67e-010.281
6359CCL15HTA11_99999971662_82457HumanColorectumMSS2.83e-153.85e-010.3859
6359CCL15HTA11_99999973899_84307HumanColorectumMSS4.31e-062.95e-010.2585
6359CCL15HTA11_99999974143_84620HumanColorectumMSS3.84e-224.09e-010.3005
6359CCL15HCC1_MengHumanLiverHCC1.45e-612.85e-010.0246
6359CCL15HCC2_MengHumanLiverHCC9.14e-035.75e-020.0107
6359CCL15HCC1HumanLiverHCC2.52e-021.06e+000.5336
6359CCL15HCC2HumanLiverHCC1.20e-091.91e+000.5341
6359CCL15Pt14.dHumanLiverHCC4.33e-038.52e-020.0143
6359CCL15S014HumanLiverHCC4.84e-052.27e-010.2254
6359CCL15S015HumanLiverHCC2.23e-073.40e-010.2375
6359CCL15S016HumanLiverHCC1.97e-021.69e-010.2243
6359CCL15S027HumanLiverHCC5.20e-118.64e-010.2446
6359CCL15S028HumanLiverHCC2.33e-277.27e-010.2503
6359CCL15S029HumanLiverHCC8.19e-451.73e+000.2581
Page: 1 2 3 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:0034341ColorectumMSI-Hresponse to interferon-gamma21/1319141/187238.78e-041.57e-0221
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:00713471LiverHCCcellular response to interleukin-161/7958113/187238.98e-033.46e-0261
GO:007135611LiverHCCcellular response to tumor necrosis factor115/7958229/187231.08e-023.99e-02115
GO:0071356StomachGCcellular response to tumor necrosis factor34/1159229/187231.85e-068.24e-0534
GO:0034612StomachGCresponse to tumor necrosis factor35/1159253/187236.68e-062.54e-0435
GO:0071621StomachGCgranulocyte chemotaxis22/1159125/187237.88e-062.80e-0422
GO:0030595StomachGCleukocyte chemotaxis32/1159230/187231.45e-054.68e-0432
GO:0050900StomachGCleukocyte migration44/1159369/187232.30e-056.81e-0444
GO:0097530StomachGCgranulocyte migration23/1159148/187233.99e-051.00e-0323
GO:0030593StomachGCneutrophil chemotaxis18/1159103/187235.67e-051.31e-0318
GO:0097529StomachGCmyeloid leukocyte migration29/1159220/187239.69e-051.97e-0329
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

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
CCL15CCR1CCL15_CCR1CCLCRCAD
CCL15CCR1CCL15_CCR1CCLLungAAH
CCL15CCR1CCL15_CCR1CCLLungPrecancer
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
CCL15SNVMissense_Mutationrs551984257c.315N>Ap.Met105Ilep.M105IQ16663protein_codingtolerated(0.47)benign(0.101)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.176N>Tp.Ser59Leup.S59LQ16663protein_codingdeleterious(0.03)benign(0.131)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCL15SNVMissense_Mutationnovelc.66G>Cp.Gln22Hisp.Q22HQ16663protein_codingtolerated(0.37)benign(0.323)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.37N>Ap.Leu13Ilep.L13IQ16663protein_codingdeleterious(0.05)benign(0.359)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.332N>Gp.Tyr111Cysp.Y111CQ16663protein_codingtolerated_low_confidence(0.15)benign(0.033)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.56C>Ap.Ser19Tyrp.S19YQ16663protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CCL15SNVMissense_Mutationrs551984257c.315N>Ap.Met105Ilep.M105IQ16663protein_codingtolerated(0.47)benign(0.101)TCGA-4R-AA8I-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
CCL15SNVMissense_Mutationnovelc.201G>Ap.Met67Ilep.M67IQ16663protein_codingtolerated(0.08)benign(0.225)TCGA-05-4410-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.154G>Ap.Asp52Asnp.D52NQ16663protein_codingdeleterious(0)probably_damaging(0.974)TCGA-44-5644-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCL15SNVMissense_Mutationnovelc.175N>Cp.Ser59Prop.S59PQ16663protein_codingtolerated(0.97)benign(0.001)TCGA-44-6146-01Lunglung adenocarcinomaMale<65I/IIChemotherapyalimtaPD
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