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:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:001076922LiverHCCregulation of cell morphogenesis involved in differentiation65/795896/187235.17e-078.37e-0665
GO:000028111LiverHCCmitotic cytokinesis51/795871/187235.20e-078.38e-0651
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:001077022LiverHCCpositive regulation of cell morphogenesis involved in differentiation53/795879/187238.69e-061.02e-0453
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:000091011LiverHCCcytokinesis100/7958173/187233.38e-053.39e-04100
GO:006164011LiverHCCcytoskeleton-dependent cytokinesis60/7958100/187233.09e-042.20e-0360
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:000189011LiverHCCplacenta development81/7958144/187235.91e-043.75e-0381
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:0007088LiverHCCregulation of mitotic nuclear division63/7958110/187231.24e-036.85e-0363
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:006145811LiverHCCreproductive system development205/7958427/187231.16e-024.27e-02205
GO:0050775LiverHCCpositive regulation of dendrite morphogenesis23/795837/187231.25e-024.53e-0223
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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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