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: CLTC

Gene summary for CLTC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLTC

Gene ID

1213

Gene nameclathrin heavy chain
Gene AliasCHC
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A087WVQ6


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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
1213CLTCGSM4909281HumanBreastIDC2.61e-104.26e-010.21
1213CLTCGSM4909290HumanBreastIDC1.63e-095.45e-010.2096
1213CLTCGSM4909291HumanBreastIDC2.69e-217.72e-010.1753
1213CLTCGSM4909293HumanBreastIDC2.10e-072.55e-010.1581
1213CLTCGSM4909296HumanBreastIDC7.74e-03-9.82e-020.1524
1213CLTCGSM4909297HumanBreastIDC2.29e-02-4.29e-020.1517
1213CLTCGSM4909298HumanBreastIDC9.26e-083.23e-010.1551
1213CLTCGSM4909304HumanBreastIDC3.99e-063.41e-010.1636
1213CLTCGSM4909311HumanBreastIDC8.84e-11-1.89e-010.1534
1213CLTCGSM4909319HumanBreastIDC1.53e-14-1.67e-010.1563
1213CLTCGSM4909320HumanBreastIDC3.90e-03-9.05e-020.1575
1213CLTCGSM4909321HumanBreastIDC1.63e-04-5.69e-020.1559
1213CLTCbrca2HumanBreastPrecancer7.21e-052.31e-01-0.024
1213CLTCM1HumanBreastIDC1.68e-085.47e-010.1577
1213CLTCM2HumanBreastIDC4.85e-147.60e-010.21
1213CLTCNCCBC14HumanBreastDCIS3.73e-135.48e-010.2021
1213CLTCNCCBC2HumanBreastDCIS6.13e-341.41e+000.1554
1213CLTCNCCBC5HumanBreastDCIS3.50e-032.83e-020.2046
1213CLTCP1HumanBreastIDC4.89e-215.65e-010.1527
1213CLTCP2HumanBreastIDC4.53e-126.98e-010.21
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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
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
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:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:00068986BreastPrecancerreceptor-mediated endocytosis27/1080244/187239.01e-041.03e-0227
GO:00316235BreastPrecancerreceptor internalization15/1080113/187232.11e-032.00e-0215
GO:00482685BreastPrecancerclathrin coat assembly5/108018/187232.88e-032.49e-025
GO:19043757BreastPrecancerregulation of protein localization to cell periphery15/1080125/187235.58e-034.07e-0215
GO:00068263BreastPrecanceriron ion transport9/108058/187235.67e-034.08e-029
GO:19054757BreastPrecancerregulation of protein localization to membrane19/1080175/187235.98e-034.22e-0219
GO:19030767BreastPrecancerregulation of protein localization to plasma membrane13/1080104/187236.79e-034.65e-0213
GO:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:190547513BreastIDCregulation of protein localization to membrane28/1434175/187231.56e-042.71e-0328
GO:000689813BreastIDCreceptor-mediated endocytosis35/1434244/187232.38e-043.75e-0335
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:003162311BreastIDCreceptor internalization19/1434113/187239.17e-041.05e-0219
GO:190307613BreastIDCregulation of protein localization to plasma membrane17/1434104/187232.28e-032.09e-0217
GO:190437513BreastIDCregulation of protein localization to cell periphery19/1434125/187233.06e-032.60e-0219
GO:00431126BreastIDCreceptor metabolic process23/1434166/187234.04e-033.25e-0223
GO:000682611BreastIDCiron ion transport11/143458/187234.10e-033.25e-0211
GO:00726599BreastIDCprotein localization to plasma membrane34/1434284/187236.33e-034.47e-0234
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0510015LiverCirrhoticBacterial invasion of epithelial cells40/253077/84653.92e-052.84e-041.75e-0440
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa0510022LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa0510032LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0510030Oral cavityOSCCBacterial invasion of epithelial cells48/370477/84657.51e-042.19e-031.11e-0348
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa05100113Oral cavityOSCCBacterial invasion of epithelial cells48/370477/84657.51e-042.19e-031.11e-0348
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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
CLTCSNVMissense_Mutationnovelc.4405N>Ap.Glu1469Lysp.E1469Kprotein_codingdeleterious(0.02)possibly_damaging(0.72)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CLTCSNVMissense_Mutationnovelc.1978N>Tp.Gly660Cysp.G660Cprotein_codingdeleterious(0)benign(0.307)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
CLTCSNVMissense_Mutationc.4126N>Cp.Asp1376Hisp.D1376Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLTCSNVMissense_Mutationc.3052N>Cp.Asp1018Hisp.D1018Hprotein_codingtolerated(0.3)possibly_damaging(0.771)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CLTCSNVMissense_Mutationc.3622N>Ap.Arg1208Serp.R1208Sprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CLTCSNVMissense_Mutationnovelc.1195N>Ap.Pro399Thrp.P399Tprotein_codingtolerated(0.06)benign(0.023)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CLTCSNVMissense_Mutationc.22C>Tp.Arg8Cysp.R8Cprotein_codingdeleterious(0.01)probably_damaging(0.944)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLTCSNVMissense_Mutationnovelc.4462N>Gp.Ile1488Valp.I1488Vprotein_codingtolerated(0.49)benign(0.045)TCGA-E9-A5UP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLTCSNVMissense_Mutationc.658N>Cp.Phe220Leup.F220Lprotein_codingtolerated(0.13)probably_damaging(0.995)TCGA-GM-A2DN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
CLTCinsertionIn_Frame_Insnovelc.2282_2283insTGCTCAACTGTGTGAAAAGGCTGGCCTACTp.Glu761delinsAspAlaGlnLeuCysGluLysAlaGlyLeuLeup.E761delinsDAQLCEKAGLLprotein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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