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: CLTB

Gene summary for CLTB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLTB

Gene ID

1212

Gene nameclathrin light chain B
Gene AliasLCB
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R7S3


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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
1212CLTBGSM4909282HumanBreastIDC3.62e-326.20e-01-0.0288
1212CLTBGSM4909286HumanBreastIDC1.55e-08-3.89e-010.1081
1212CLTBGSM4909290HumanBreastIDC8.37e-03-3.35e-010.2096
1212CLTBGSM4909293HumanBreastIDC4.29e-03-2.76e-010.1581
1212CLTBGSM4909294HumanBreastIDC3.02e-06-2.83e-010.2022
1212CLTBGSM4909296HumanBreastIDC4.62e-08-2.20e-010.1524
1212CLTBGSM4909297HumanBreastIDC2.47e-10-1.69e-010.1517
1212CLTBGSM4909311HumanBreastIDC1.41e-29-3.89e-010.1534
1212CLTBGSM4909312HumanBreastIDC2.35e-14-3.59e-010.1552
1212CLTBGSM4909319HumanBreastIDC6.22e-38-2.71e-010.1563
1212CLTBGSM4909320HumanBreastIDC4.78e-03-2.48e-010.1575
1212CLTBGSM4909321HumanBreastIDC8.35e-15-2.71e-010.1559
1212CLTBbrca1HumanBreastPrecancer4.61e-296.60e-01-0.0338
1212CLTBbrca2HumanBreastPrecancer4.81e-022.28e-01-0.024
1212CLTBbrca3HumanBreastPrecancer4.87e-053.34e-01-0.0263
1212CLTBbrca10HumanBreastPrecancer5.36e-084.16e-01-0.0029
1212CLTBNCCBC14HumanBreastDCIS1.95e-05-2.50e-010.2021
1212CLTBNCCBC2HumanBreastDCIS1.05e-02-4.65e-010.1554
1212CLTBNCCBC5HumanBreastDCIS2.38e-09-2.33e-010.2046
1212CLTBP1HumanBreastIDC1.54e-18-4.32e-010.1527
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00068986BreastPrecancerreceptor-mediated endocytosis27/1080244/187239.01e-041.03e-0227
GO:00482685BreastPrecancerclathrin coat assembly5/108018/187232.88e-032.49e-025
GO:000689813BreastIDCreceptor-mediated endocytosis35/1434244/187232.38e-043.75e-0335
GO:000689823BreastDCISreceptor-mediated endocytosis35/1390244/187231.31e-042.25e-0335
GO:0072583ColorectumADclathrin-dependent endocytosis24/391847/187234.60e-061.22e-0424
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0048268ColorectumADclathrin coat assembly10/391818/187231.31e-031.15e-0210
GO:00725831ColorectumMSSclathrin-dependent endocytosis22/346747/187238.74e-062.16e-0422
GO:00068981ColorectumMSSreceptor-mediated endocytosis69/3467244/187231.18e-041.82e-0369
GO:00482681ColorectumMSSclathrin coat assembly10/346718/187234.76e-045.58e-0310
GO:00068988EndometriumAEHreceptor-mediated endocytosis49/2100244/187233.54e-056.24e-0449
GO:00482687EndometriumAEHclathrin coat assembly7/210018/187232.29e-031.74e-027
GO:00725837EndometriumAEHclathrin-dependent endocytosis12/210047/187234.72e-033.00e-0212
GO:000689815EndometriumEECreceptor-mediated endocytosis51/2168244/187231.89e-053.50e-0451
GO:004826811EndometriumEECclathrin coat assembly7/216818/187232.76e-031.97e-027
GO:00725839EsophagusHGINclathrin-dependent endocytosis15/258747/187231.17e-031.42e-0215
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:007258314EsophagusESCCclathrin-dependent endocytosis34/855247/187231.91e-041.21e-0334
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0510018BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0496110BreastPrecancerEndocrine and other factor-regulated calcium reabsorption11/68453/84652.92e-031.81e-021.39e-0211
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0510019BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0496111BreastPrecancerEndocrine and other factor-regulated calcium reabsorption11/68453/84652.92e-031.81e-021.39e-0211
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0510024BreastIDCBacterial invasion of epithelial cells17/86777/84651.69e-031.19e-028.93e-0317
hsa0496121BreastIDCEndocrine and other factor-regulated calcium reabsorption12/86753/84656.29e-033.30e-022.47e-0212
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0510034BreastIDCBacterial invasion of epithelial cells17/86777/84651.69e-031.19e-028.93e-0317
hsa0496131BreastIDCEndocrine and other factor-regulated calcium reabsorption12/86753/84656.29e-033.30e-022.47e-0212
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0510042BreastDCISBacterial invasion of epithelial cells16/84677/84653.41e-031.98e-021.46e-0216
hsa0496141BreastDCISEndocrine and other factor-regulated calcium reabsorption12/84653/84655.17e-032.69e-021.98e-0212
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0501653BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0510052BreastDCISBacterial invasion of epithelial cells16/84677/84653.41e-031.98e-021.46e-0216
hsa0496151BreastDCISEndocrine and other factor-regulated calcium reabsorption12/84653/84655.17e-032.69e-021.98e-0212
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
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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
CLTBSNVMissense_Mutationnovelc.12C>Ap.Asp4Glup.D4EP09497protein_codingtolerated(0.36)benign(0.152)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLTBSNVMissense_Mutationc.526G>Ap.Glu176Lysp.E176KP09497protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
CLTBSNVMissense_Mutationrs570423413c.371C>Tp.Thr124Metp.T124MP09497protein_codingtolerated(0.15)benign(0.034)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLTBSNVMissense_Mutationnovelc.384N>Cp.Trp128Cysp.W128CP09497protein_codingdeleterious(0)probably_damaging(0.975)TCGA-VS-A9UO-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLTBSNVMissense_Mutationrs757930059c.646C>Tp.Arg216Cysp.R216CP09497protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CLTBSNVMissense_Mutationrs372564708c.311G>Ap.Arg104Hisp.R104HP09497protein_codingdeleterious(0.05)probably_damaging(0.984)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CLTBSNVMissense_Mutationnovelc.271N>Ap.Ala91Thrp.A91TP09497protein_codingdeleterious(0.02)probably_damaging(0.977)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CLTBSNVMissense_Mutationnovelc.17G>Tp.Gly6Valp.G6VP09497protein_codingdeleterious(0.01)possibly_damaging(0.786)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLTBSNVMissense_Mutationc.555N>Tp.Glu185Aspp.E185DP09497protein_codingtolerated(0.16)benign(0.078)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLTBSNVMissense_Mutationc.453G>Tp.Lys151Asnp.K151NP09497protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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