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: CBLB

Gene summary for CBLB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBLB

Gene ID

868

Gene nameCbl proto-oncogene B
Gene AliasCbl-b
Cytomap3q13.11
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q13191


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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
868CBLBCCI_2HumanCervixCC1.59e-047.81e-010.5249
868CBLBCCI_3HumanCervixCC6.32e-169.84e-010.516
868CBLBHTA11_5212_2000001011HumanColorectumAD5.04e-03-6.00e-01-0.2061
868CBLBHTA11_866_3004761011HumanColorectumAD1.65e-03-3.32e-010.096
868CBLBHTA11_8622_2000001021HumanColorectumSER3.64e-02-4.91e-010.0528
868CBLBHTA11_99999974143_84620HumanColorectumMSS4.40e-23-6.20e-010.3005
868CBLBA002-C-010HumanColorectumFAP2.20e-031.31e-010.242
868CBLBA001-C-207HumanColorectumFAP8.74e-041.41e-010.1278
868CBLBA015-C-203HumanColorectumFAP1.50e-27-2.52e-01-0.1294
868CBLBA015-C-204HumanColorectumFAP1.34e-06-2.13e-01-0.0228
868CBLBA014-C-040HumanColorectumFAP5.84e-05-2.28e-01-0.1184
868CBLBA002-C-201HumanColorectumFAP3.42e-14-2.35e-010.0324
868CBLBA002-C-203HumanColorectumFAP3.45e-03-1.10e-030.2786
868CBLBA001-C-119HumanColorectumFAP6.83e-07-4.03e-01-0.1557
868CBLBA001-C-108HumanColorectumFAP4.53e-16-2.54e-01-0.0272
868CBLBA002-C-021HumanColorectumFAP4.58e-033.65e-010.1171
868CBLBA002-C-205HumanColorectumFAP7.28e-25-3.41e-01-0.1236
868CBLBA001-C-104HumanColorectumFAP1.95e-02-7.98e-020.0184
868CBLBA015-C-006HumanColorectumFAP2.64e-18-5.08e-01-0.0994
868CBLBA015-C-106HumanColorectumFAP1.13e-10-2.41e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412018ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
hsa0414425ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa049107ProstateBPHInsulin signaling pathway43/1718137/84651.34e-035.81e-033.60e-0343
hsa051624ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa0401214ProstateBPHErbB signaling pathway28/171885/84654.12e-031.45e-028.95e-0328
hsa0412019ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
hsa04144111ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa0491012ProstateBPHInsulin signaling pathway43/1718137/84651.34e-035.81e-033.60e-0343
hsa0516211ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa0401215ProstateBPHErbB signaling pathway28/171885/84654.12e-031.45e-028.95e-0328
hsa0412024ProstateTumorUbiquitin mediated proteolysis61/1791142/84653.08e-095.09e-083.16e-0861
hsa0414426ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0491022ProstateTumorInsulin signaling pathway44/1791137/84651.69e-037.10e-034.40e-0344
hsa051622ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
hsa0401222ProstateTumorErbB signaling pathway27/179185/84651.43e-024.30e-022.67e-0227
hsa0412034ProstateTumorUbiquitin mediated proteolysis61/1791142/84653.08e-095.09e-083.16e-0861
hsa0414435ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0491032ProstateTumorInsulin signaling pathway44/1791137/84651.69e-037.10e-034.40e-0344
hsa051623ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
hsa0401232ProstateTumorErbB signaling pathway27/179185/84651.43e-024.30e-022.67e-0227
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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
CBLBSNVMissense_Mutationc.422G>Ap.Arg141Glnp.R141QQ13191protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CBLBSNVMissense_Mutationc.1753N>Ap.Asp585Asnp.D585NQ13191protein_codingtolerated_low_confidence(0.06)benign(0.001)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CBLBSNVMissense_Mutationrs748390313c.2200N>Tp.Arg734Trpp.R734WQ13191protein_codingtolerated_low_confidence(0.06)probably_damaging(0.936)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CBLBSNVMissense_Mutationnovelc.68N>Gp.Leu23Trpp.L23WQ13191protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CBLBSNVMissense_Mutationc.229N>Gp.Ile77Valp.I77VQ13191protein_codingdeleterious(0.02)possibly_damaging(0.876)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CBLBSNVMissense_Mutationc.769C>Tp.His257Tyrp.H257YQ13191protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CBLBSNVMissense_Mutationc.952N>Gp.Gln318Glup.Q318EQ13191protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CBLBSNVMissense_Mutationc.1210G>Ap.Asp404Asnp.D404NQ13191protein_codingdeleterious(0.04)probably_damaging(0.95)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
CBLBSNVMissense_Mutationc.2483C>Tp.Ala828Valp.A828VQ13191protein_codingtolerated_low_confidence(0.4)benign(0.116)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CBLBSNVMissense_Mutationc.1073N>Gp.Glu358Glyp.E358GQ13191protein_codingdeleterious(0)benign(0.241)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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
868CBLBCLINICALLY ACTIONABLE, ENZYMEFasudilFASUDIL26177294
868CBLBCLINICALLY ACTIONABLE, ENZYMEFluorouracilFLUOROURACIL24351824
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