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: CLDND1

Gene summary for CLDND1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDND1

Gene ID

56650

Gene nameclaudin domain containing 1
Gene AliasC3orf4
Cytomap3q11.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9NY35


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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
56650CLDND1TumorHumanCervixCC1.96e-084.18e-010.1241
56650CLDND1sample3HumanCervixCC2.88e-245.81e-010.1387
56650CLDND1L1HumanCervixCC6.80e-043.35e-010.0802
56650CLDND1T1HumanCervixCC8.54e-052.87e-010.0918
56650CLDND1T3HumanCervixCC3.59e-195.73e-010.1389
56650CLDND1LZE4THumanEsophagusESCC7.33e-259.39e-010.0811
56650CLDND1LZE7THumanEsophagusESCC3.56e-099.97e-010.0667
56650CLDND1LZE8THumanEsophagusESCC2.95e-188.71e-010.067
56650CLDND1LZE20THumanEsophagusESCC3.73e-042.56e-010.0662
56650CLDND1LZE22THumanEsophagusESCC1.11e-024.77e-010.068
56650CLDND1LZE24THumanEsophagusESCC2.04e-281.07e+000.0596
56650CLDND1LZE6THumanEsophagusESCC7.72e-087.02e-010.0845
56650CLDND1P1T-EHumanEsophagusESCC4.97e-135.89e-010.0875
56650CLDND1P2T-EHumanEsophagusESCC6.36e-314.43e-010.1177
56650CLDND1P4T-EHumanEsophagusESCC2.40e-307.61e-010.1323
56650CLDND1P5T-EHumanEsophagusESCC4.29e-691.56e+000.1327
56650CLDND1P8T-EHumanEsophagusESCC5.59e-561.12e+000.0889
56650CLDND1P9T-EHumanEsophagusESCC3.70e-772.95e+000.1131
56650CLDND1P10T-EHumanEsophagusESCC2.84e-641.35e+000.116
56650CLDND1P11T-EHumanEsophagusESCC2.43e-185.60e-010.1426
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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
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
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
∗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
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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
CLDND1SNVMissense_Mutationrs754278234c.266N>Gp.Asp89Glyp.D89Gprotein_codingdeleterious(0.04)possibly_damaging(0.897)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CLDND1SNVMissense_Mutationc.397N>Tp.Thr133Serp.T133Sprotein_codingtolerated(0.62)benign(0.006)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CLDND1SNVMissense_Mutationc.604N>Ap.Leu202Ilep.L202Iprotein_codingtolerated(0.09)possibly_damaging(0.519)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLDND1SNVMissense_Mutationc.363N>Tp.Glu121Aspp.E121Dprotein_codingtolerated(0.44)benign(0.009)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CLDND1SNVMissense_Mutationnovelc.802N>Gp.Thr268Alap.T268Aprotein_codingtolerated(0.11)possibly_damaging(0.607)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
CLDND1SNVMissense_Mutationrs748541120c.587N>Tp.Thr196Metp.T196Mprotein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLDND1SNVMissense_Mutationrs142343871c.563N>Ap.Arg188Glnp.R188Qprotein_codingtolerated(0.09)benign(0.022)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CLDND1SNVMissense_Mutationnovelc.252N>Cp.Glu84Aspp.E84Dprotein_codingdeleterious(0.04)benign(0.398)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CLDND1SNVMissense_Mutationrs766779480c.278N>Ap.Arg93Glnp.R93Qprotein_codingtolerated(0.26)benign(0.031)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CLDND1SNVMissense_Mutationnovelc.215N>Tp.Ser72Ilep.S72Iprotein_codingtolerated(0.06)benign(0.003)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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