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: CLINT1

Gene summary for CLINT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLINT1

Gene ID

9685

Gene nameclathrin interactor 1
Gene AliasCLINT
Cytomap5q33.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A0S2Z5H3


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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
9685CLINT1S43HumanLiverCirrhotic2.30e-12-3.26e-01-0.0187
9685CLINT1HCC1_MengHumanLiverHCC1.90e-77-6.00e-020.0246
9685CLINT1HCC2_MengHumanLiverHCC2.26e-401.17e-010.0107
9685CLINT1cirrhotic1HumanLiverCirrhotic2.78e-087.24e-020.0202
9685CLINT1cirrhotic2HumanLiverCirrhotic5.50e-077.44e-020.0201
9685CLINT1cirrhotic3HumanLiverCirrhotic1.49e-02-1.20e-010.0215
9685CLINT1HCC2HumanLiverHCC8.18e-144.44e+000.5341
9685CLINT1Pt13.bHumanLiverHCC1.47e-10-8.04e-020.0251
9685CLINT1S014HumanLiverHCC5.58e-033.80e-010.2254
9685CLINT1S015HumanLiverHCC2.23e-024.13e-010.2375
9685CLINT1S027HumanLiverHCC3.81e-071.09e+000.2446
9685CLINT1S028HumanLiverHCC5.01e-086.70e-010.2503
9685CLINT1S029HumanLiverHCC1.02e-111.11e+000.2581
9685CLINT1C04HumanOral cavityOSCC4.09e-096.00e-010.2633
9685CLINT1C21HumanOral cavityOSCC1.70e-311.22e+000.2678
9685CLINT1C30HumanOral cavityOSCC6.47e-269.72e-010.3055
9685CLINT1C38HumanOral cavityOSCC3.27e-141.63e+000.172
9685CLINT1C43HumanOral cavityOSCC1.73e-337.76e-010.1704
9685CLINT1C46HumanOral cavityOSCC3.70e-307.76e-010.1673
9685CLINT1C51HumanOral cavityOSCC1.03e-075.34e-010.2674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0048268ColorectumADclathrin coat assembly10/391818/187231.31e-031.15e-0210
GO:00482681ColorectumMSSclathrin coat assembly10/346718/187234.76e-045.58e-0310
GO:00482682ColorectumFAPclathrin coat assembly8/262218/187231.72e-031.51e-028
GO:00482683ColorectumCRCclathrin coat assembly7/207818/187232.16e-032.11e-027
GO:00482689Oral cavityEOLPclathrin coat assembly8/221818/187235.58e-044.74e-038
GO:004826813Oral cavityNEOLPclathrin coat assembly9/200518/187233.59e-055.21e-049
GO:00482688ProstateBPHclathrin coat assembly10/310718/187231.87e-041.55e-0310
GO:004826812ProstateTumorclathrin coat assembly10/324618/187232.72e-042.24e-0310
GO:004826810SkinAKclathrin coat assembly6/191018/187237.04e-033.63e-026
GO:004826814SkincSCCclathrin coat assembly10/486418/187237.25e-033.44e-0210
GO:004826815ThyroidPTCclathrin coat assembly12/596818/187232.55e-031.31e-0212
GO:004826816ThyroidATCclathrin coat assembly12/629318/187234.22e-031.79e-0212
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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
CLINT1SNVMissense_Mutationnovelc.1521A>Cp.Leu507Phep.L507FQ14677protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLINT1SNVMissense_Mutationrs764235760c.95N>Tp.Thr32Metp.T32MQ14677protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
CLINT1SNVMissense_Mutationnovelc.968C>Tp.Ser323Phep.S323FQ14677protein_codingtolerated(0.53)probably_damaging(0.969)TCGA-BH-A42U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLINT1SNVMissense_Mutationrs751842472c.1696N>Tp.Pro566Serp.P566SQ14677protein_codingtolerated_low_confidence(0.48)benign(0.001)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CLINT1insertionFrame_Shift_Insnovelc.1807_1808insATGCAAAATTAATTGTTTTACCCTCAp.Met603AsnfsTer17p.M603Nfs*17Q14677protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CLINT1deletionFrame_Shift_Delnovelc.1668delNp.Gln558LysfsTer5p.Q558Kfs*5Q14677protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLINT1deletionFrame_Shift_Delnovelc.886delNp.Asp296ThrfsTer68p.D296Tfs*68Q14677protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLINT1SNVMissense_Mutationnovelc.1843G>Ap.Gly615Argp.G615RQ14677protein_codingtolerated(0.07)benign(0.08)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLINT1SNVMissense_Mutationc.932N>Gp.Ser311Cysp.S311CQ14677protein_codingdeleterious(0.05)possibly_damaging(0.479)TCGA-Q1-A6DV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLINT1SNVMissense_Mutationc.431G>Tp.Arg144Metp.R144MQ14677protein_codingdeleterious(0)probably_damaging(0.912)TCGA-AA-3492-01Colorectumcolon 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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