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: CCL4L2

Gene summary for CCL4L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCL4L2

Gene ID

9560

Gene nameC-C motif chemokine ligand 4 like 2
Gene AliasAT744.2
Cytomap17q12
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q8NHW4


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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
9560CCL4L2C21HumanOral cavityOSCC1.05e-511.57e+000.2678
9560CCL4L2C30HumanOral cavityOSCC1.69e-491.72e+000.3055
9560CCL4L2C38HumanOral cavityOSCC1.16e-021.35e+000.172
9560CCL4L2C46HumanOral cavityOSCC5.19e-192.21e-010.1673
9560CCL4L2C51HumanOral cavityOSCC6.74e-041.60e-010.2674
9560CCL4L2C07HumanOral cavityOSCC1.88e-035.39e-010.2491
9560CCL4L2C09HumanOral cavityOSCC7.91e-121.27e-010.1431
9560CCL4L2LN22HumanOral cavityOSCC1.03e-045.12e-010.1733
9560CCL4L2LN46HumanOral cavityOSCC3.90e-082.89e-010.1666
9560CCL4L2SYSMH6HumanOral cavityOSCC6.61e-201.46e-010.1275
9560CCL4L2PTCwithHT_1HumanThyroidHT2.77e-261.51e+000.0238
9560CCL4L2PTCwithHT_6HumanThyroidHT1.78e-219.11e-010.02
9560CCL4L2PTCwithHT_8HumanThyroidHT6.49e-271.12e+000.0351
9560CCL4L2PTCwithoutHT_2HumanThyroidPTC5.62e-158.26e-010.0419
9560CCL4L2PTCwithoutHT_7HumanThyroidPTC3.58e-099.64e-010.0381
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516328Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa040644Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa04623Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
hsa04620Oral cavityOSCCToll-like receptor signaling pathway58/3704104/84658.77e-031.98e-021.01e-0258
hsa05163112Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa0406411Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa046231Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
hsa046201Oral cavityOSCCToll-like receptor signaling pathway58/3704104/84658.77e-031.98e-021.01e-0258
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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
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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
CCL4L2SNVMissense_Mutationnovelc.148G>Ap.Asp50Asnp.D50NQ8NHW4protein_codingdeleterious(0.02)possibly_damaging(0.685)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.13G>Ap.Val5Metp.V5MQ8NHW4protein_codingtolerated(0.05)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCL4L2SNVMissense_Mutationnovelc.5N>Cp.Lys2Thrp.K2TQ8NHW4protein_codingdeleterious(0)probably_damaging(0.958)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.7N>Tp.Leu3Phep.L3FQ8NHW4protein_codingtolerated(0.11)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.80G>Ap.Gly27Aspp.G27DQ8NHW4protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.274N>Ap.Val92Ilep.V92IQ8NHW4protein_codingtolerated_low_confidence(0.34)unknown(0)TCGA-44-6777-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.260N>Ap.Pro87Hisp.P87HQ8NHW4protein_codingtolerated_low_confidence(0.06)benign(0.003)TCGA-44-8117-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinCR
CCL4L2SNVMissense_Mutationnovelc.46N>Tp.Ala16Serp.A16SQ8NHW4protein_codingdeleterious(0.05)probably_damaging(0.931)TCGA-34-8455-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
CCL4L2SNVMissense_Mutationnovelc.306N>Tp.Lys102Asnp.K102NQ8NHW4protein_codingunknown(0)TCGA-CV-7421-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CCL4L2SNVMissense_Mutationnovelc.253N>Tp.Ser85Cysp.S85CQ8NHW4protein_codingdeleterious(0.05)benign(0.048)TCGA-QK-A8Z7-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycarboplatinCR
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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
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