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: CCBE1

Gene summary for CCBE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCBE1

Gene ID

147372

Gene namecollagen and calcium binding EGF domains 1
Gene AliasHKLLS1
Cytomap18q21.32
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q6UXH8


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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
147372CCBE1HCC1HumanLiverHCC1.86e-191.65e+000.5336
147372CCBE1HCC2HumanLiverHCC7.68e-302.49e+000.5341
147372CCBE1HCC5HumanLiverHCC3.46e-382.21e+000.4932
147372CCBE1S014HumanLiverHCC4.80e-063.86e-010.2254
147372CCBE1S015HumanLiverHCC1.19e-033.77e-010.2375
147372CCBE1S016HumanLiverHCC6.66e-043.90e-010.2243
147372CCBE1ATC09HumanThyroidATC5.47e-053.43e-010.2871
147372CCBE1ATC11HumanThyroidATC5.35e-044.03e-010.3386
147372CCBE1ATC12HumanThyroidATC1.15e-031.46e-010.34
147372CCBE1ATC13HumanThyroidATC5.43e-041.50e-010.34
147372CCBE1ATC1HumanThyroidATC8.73e-064.24e-010.2878
147372CCBE1ATC2HumanThyroidATC1.28e-231.76e+000.34
147372CCBE1ATC3HumanThyroidATC5.97e-084.23e-010.338
147372CCBE1ATC4HumanThyroidATC7.10e-071.93e-010.34
147372CCBE1ATC5HumanThyroidATC5.43e-041.70e-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:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:001648511LiverHCCprotein processing121/7958225/187234.01e-042.71e-03121
GO:003032311LiverHCCrespiratory tube development95/7958181/187234.15e-031.81e-0295
GO:19033171LiverHCCregulation of protein maturation39/795867/187236.84e-032.74e-0239
GO:003032411LiverHCClung development91/7958177/187231.01e-023.80e-0291
GO:00706131LiverHCCregulation of protein processing37/795865/187231.33e-024.77e-0237
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:004586234ThyroidATCpositive regulation of proteolysis202/6293372/187231.07e-169.42e-15202
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:001063432ThyroidATCpositive regulation of epithelial cell migration92/6293176/187232.38e-073.70e-0692
GO:003032321ThyroidATCrespiratory tube development93/6293181/187235.67e-078.02e-0693
GO:001063231ThyroidATCregulation of epithelial cell migration137/6293292/187231.44e-061.77e-05137
GO:003032421ThyroidATClung development90/6293177/187231.53e-061.88e-0590
GO:006054121ThyroidATCrespiratory system development100/6293203/187232.66e-063.08e-05100
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CCBE1insertionFrame_Shift_Insnovelc.375_376insTp.Lys126Terp.K126*Q6UXH8protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCBE1insertionNonsense_Mutationnovelc.373_374insCAAGACTGGGTAATTTATAAAGAAAAAGAp.Arg125ProfsTer7p.R125Pfs*7Q6UXH8protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCBE1SNVMissense_Mutationrs752519349c.838N>Ap.Gly280Serp.G280SQ6UXH8protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-BI-A20A-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCBE1SNVMissense_Mutationc.1032N>Ap.Asp344Glup.D344EQ6UXH8protein_codingtolerated(0.05)benign(0.007)TCGA-A6-5662-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
CCBE1SNVMissense_Mutationc.632N>Tp.Thr211Ilep.T211IQ6UXH8protein_codingdeleterious(0)benign(0.188)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCBE1SNVMissense_Mutationc.464N>Ap.Gly155Aspp.G155DQ6UXH8protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCBE1SNVMissense_Mutationrs374811948c.274N>Ap.Val92Ilep.V92IQ6UXH8protein_codingtolerated(0.06)benign(0.007)TCGA-D5-7000-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCBE1SNVMissense_Mutationc.793N>Ap.Gly265Argp.G265RQ6UXH8protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCBE1SNVMissense_Mutationc.115N>Tp.Pro39Serp.P39SQ6UXH8protein_codingtolerated(0.19)benign(0.007)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCBE1SNVMissense_Mutationc.140N>Ap.Cys47Tyrp.C47YQ6UXH8protein_codingdeleterious(0)benign(0.012)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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