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: CBLL1

Gene summary for CBLL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBLL1

Gene ID

79872

Gene nameCbl proto-oncogene like 1
Gene AliasHAKAI
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q75N03


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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
79872CBLL1LZE4THumanEsophagusESCC5.46e-091.43e-010.0811
79872CBLL1LZE8THumanEsophagusESCC1.31e-025.87e-020.067
79872CBLL1LZE20THumanEsophagusESCC4.44e-021.32e-010.0662
79872CBLL1LZE24THumanEsophagusESCC1.45e-152.65e-010.0596
79872CBLL1LZE6THumanEsophagusESCC5.37e-031.11e-010.0845
79872CBLL1P1T-EHumanEsophagusESCC2.67e-071.87e-010.0875
79872CBLL1P2T-EHumanEsophagusESCC5.68e-131.28e-010.1177
79872CBLL1P4T-EHumanEsophagusESCC6.40e-072.43e-010.1323
79872CBLL1P5T-EHumanEsophagusESCC1.96e-121.10e-010.1327
79872CBLL1P8T-EHumanEsophagusESCC1.45e-141.59e-010.0889
79872CBLL1P9T-EHumanEsophagusESCC5.11e-121.63e-010.1131
79872CBLL1P10T-EHumanEsophagusESCC2.14e-192.08e-010.116
79872CBLL1P11T-EHumanEsophagusESCC7.52e-043.82e-010.1426
79872CBLL1P12T-EHumanEsophagusESCC3.10e-163.34e-010.1122
79872CBLL1P15T-EHumanEsophagusESCC2.73e-194.48e-010.1149
79872CBLL1P16T-EHumanEsophagusESCC2.20e-201.91e-010.1153
79872CBLL1P17T-EHumanEsophagusESCC5.53e-045.49e-010.1278
79872CBLL1P20T-EHumanEsophagusESCC3.27e-318.01e-010.1124
79872CBLL1P21T-EHumanEsophagusESCC1.22e-162.46e-010.1617
79872CBLL1P22T-EHumanEsophagusESCC9.82e-141.17e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:004580718EsophagusESCCpositive regulation of endocytosis69/8552100/187231.97e-062.29e-0569
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:004580711LiverCirrhoticpositive regulation of endocytosis38/4634100/187232.22e-031.35e-0238
GO:00071624LiverCirrhoticnegative regulation of cell adhesion93/4634303/187231.06e-024.66e-0293
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:004580721LiverHCCpositive regulation of endocytosis59/7958100/187236.35e-043.93e-0359
GO:0080009LiverHCCmRNA methylation12/795816/187238.74e-033.40e-0212
GO:0016556LiverHCCmRNA modification18/795827/187239.75e-033.66e-0218
GO:00071628ProstateBPHnegative regulation of cell adhesion82/3107303/187232.51e-064.04e-0582
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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
CBLL1SNVMissense_Mutationc.1145N>Tp.Pro382Leup.P382LQ75N03protein_codingtolerated(0.09)probably_damaging(0.998)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CBLL1SNVMissense_Mutationrs763554958c.403N>Gp.Ile135Valp.I135VQ75N03protein_codingtolerated(0.7)benign(0.015)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CBLL1SNVMissense_Mutationc.140C>Ap.Thr47Asnp.T47NQ75N03protein_codingtolerated(0.21)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CBLL1SNVMissense_Mutationc.655C>Tp.Arg219Cysp.R219CQ75N03protein_codingtolerated(0.2)possibly_damaging(0.872)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CBLL1SNVMissense_Mutationnovelc.1157C>Ap.Pro386Hisp.P386HQ75N03protein_codingdeleterious(0.01)possibly_damaging(0.865)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CBLL1SNVMissense_Mutationc.202N>Cp.Glu68Glnp.E68QQ75N03protein_codingdeleterious(0.01)benign(0.294)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CBLL1SNVMissense_Mutationnovelc.566N>Ap.Arg189Hisp.R189HQ75N03protein_codingtolerated(0.07)probably_damaging(0.911)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBLL1SNVMissense_Mutationc.652N>Cp.Glu218Glnp.E218QQ75N03protein_codingdeleterious(0.02)benign(0.086)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CBLL1SNVMissense_Mutationc.1402N>Tp.Gly468Cysp.G468CQ75N03protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CBLL1SNVMissense_Mutationrs756843724c.74N>Ap.Arg25Glnp.R25QQ75N03protein_codingtolerated_low_confidence(0.21)benign(0.061)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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