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: CUL7

Gene summary for CUL7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CUL7

Gene ID

9820

Gene namecullin 7
Gene Alias3M1
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q14999


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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
9820CUL7HCC1_MengHumanLiverHCC6.88e-218.04e-020.0246
9820CUL7HCC1HumanLiverHCC5.77e-031.96e+000.5336
9820CUL7HCC2HumanLiverHCC1.60e-041.45e+000.5341
9820CUL7S014HumanLiverHCC5.85e-135.68e-010.2254
9820CUL7S015HumanLiverHCC3.77e-135.93e-010.2375
9820CUL7S016HumanLiverHCC6.25e-103.65e-010.2243
9820CUL7S027HumanLiverHCC4.52e-044.54e-010.2446
9820CUL7S028HumanLiverHCC8.41e-154.45e-010.2503
9820CUL7S029HumanLiverHCC3.61e-114.50e-010.2581
9820CUL7male-WTAHumanThyroidPTC2.45e-181.29e-010.1037
9820CUL7PTC01HumanThyroidPTC5.65e-094.76e-020.1899
9820CUL7PTC04HumanThyroidPTC1.07e-061.33e-010.1927
9820CUL7PTC05HumanThyroidPTC2.33e-031.63e-010.2065
9820CUL7PTC06HumanThyroidPTC5.39e-152.66e-010.2057
9820CUL7PTC07HumanThyroidPTC8.03e-071.99e-010.2044
9820CUL7ATC09HumanThyroidATC2.86e-042.49e-010.2871
9820CUL7ATC12HumanThyroidATC4.43e-172.50e-010.34
9820CUL7ATC13HumanThyroidATC4.34e-651.09e+000.34
9820CUL7ATC1HumanThyroidATC1.01e-032.64e-010.2878
9820CUL7ATC4HumanThyroidATC1.54e-163.23e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:000708811ThyroidATCregulation of mitotic nuclear division67/6293110/187233.98e-099.08e-0867
GO:000183722ThyroidATCepithelial to mesenchymal transition87/6293157/187231.50e-083.06e-0787
GO:001076927ThyroidATCregulation of cell morphogenesis involved in differentiation59/629396/187232.08e-084.05e-0759
GO:001072022ThyroidATCpositive regulation of cell development146/6293298/187232.36e-084.56e-07146
GO:0000910110ThyroidATCcytokinesis93/6293173/187233.59e-086.67e-0793
GO:005178311ThyroidATCregulation of nuclear division77/6293139/187231.01e-071.70e-0677
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:005076922ThyroidATCpositive regulation of neurogenesis112/6293225/187233.53e-075.21e-06112
GO:005076723ThyroidATCregulation of neurogenesis168/6293364/187233.73e-075.48e-06168
GO:0016358110ThyroidATCdendrite development119/6293243/187234.65e-076.75e-06119
GO:004876221ThyroidATCmesenchymal cell differentiation116/6293236/187235.08e-077.30e-06116
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:006164017ThyroidATCcytoskeleton-dependent cytokinesis57/6293100/187231.29e-061.65e-0557
GO:006048521ThyroidATCmesenchyme development136/6293291/187232.04e-062.43e-05136
GO:005196014ThyroidATCregulation of nervous system development195/6293443/187232.62e-063.06e-05195
GO:001077023ThyroidATCpositive regulation of cell morphogenesis involved in differentiation46/629379/187236.09e-066.38e-0546
GO:005196221ThyroidATCpositive regulation of nervous system development126/6293272/187238.17e-068.27e-05126
GO:000703015ThyroidATCGolgi organization79/6293157/187231.07e-051.05e-0479
GO:004881315ThyroidATCdendrite morphogenesis71/6293146/187231.18e-048.38e-0471
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
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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
CUL7SNVMissense_Mutationrs759549960c.1402C>Tp.Arg468Trpp.R468WQ14999protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CUL7SNVMissense_Mutationc.2122N>Ap.Leu708Metp.L708MQ14999protein_codingdeleterious(0)probably_damaging(0.974)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CUL7SNVMissense_Mutationnovelc.4943G>Ap.Arg1648Glnp.R1648QQ14999protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CUL7SNVMissense_Mutationc.1729G>Cp.Glu577Glnp.E577QQ14999protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CUL7SNVMissense_Mutationnovelc.5326C>Ap.Gln1776Lysp.Q1776KQ14999protein_codingdeleterious_low_confidence(0.04)benign(0.059)TCGA-AC-A3HN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CUL7SNVMissense_Mutationc.5294N>Ap.Arg1765Glnp.R1765QQ14999protein_codingdeleterious_low_confidence(0.04)benign(0.219)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CUL7SNVMissense_Mutationnovelc.2117N>Tp.Gln706Leup.Q706LQ14999protein_codingdeleterious(0.04)benign(0.023)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
CUL7SNVMissense_Mutationnovelc.5264T>Cp.Leu1755Prop.L1755PQ14999protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.808)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CUL7SNVMissense_Mutationc.1339N>Cp.Phe447Leup.F447LQ14999protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CUL7SNVMissense_Mutationrs776538724c.523C>Tp.Arg175Trpp.R175WQ14999protein_codingtolerated(0.06)benign(0.378)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
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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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