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: CNTLN

Gene summary for CNTLN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNTLN

Gene ID

54875

Gene namecentlein
Gene AliasC9orf101
Cytomap9p22.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9NXG0


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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
54875CNTLNLZE8THumanEsophagusESCC8.79e-049.89e-020.067
54875CNTLNLZE21D1HumanEsophagusHGIN2.52e-023.17e-010.0632
54875CNTLNLZE24THumanEsophagusESCC2.12e-133.40e-010.0596
54875CNTLNLZE21THumanEsophagusESCC4.41e-052.54e-010.0655
54875CNTLNP1T-EHumanEsophagusESCC4.58e-093.70e-010.0875
54875CNTLNP2T-EHumanEsophagusESCC6.99e-335.27e-010.1177
54875CNTLNP4T-EHumanEsophagusESCC5.76e-082.46e-010.1323
54875CNTLNP5T-EHumanEsophagusESCC1.75e-061.42e-010.1327
54875CNTLNP8T-EHumanEsophagusESCC3.59e-082.07e-010.0889
54875CNTLNP9T-EHumanEsophagusESCC1.71e-041.37e-010.1131
54875CNTLNP10T-EHumanEsophagusESCC5.38e-183.11e-010.116
54875CNTLNP11T-EHumanEsophagusESCC1.66e-104.69e-010.1426
54875CNTLNP12T-EHumanEsophagusESCC1.27e-152.78e-010.1122
54875CNTLNP15T-EHumanEsophagusESCC1.15e-081.52e-010.1149
54875CNTLNP16T-EHumanEsophagusESCC4.42e-111.74e-010.1153
54875CNTLNP17T-EHumanEsophagusESCC7.11e-143.27e-010.1278
54875CNTLNP20T-EHumanEsophagusESCC3.65e-092.22e-010.1124
54875CNTLNP21T-EHumanEsophagusESCC6.21e-052.95e-020.1617
54875CNTLNP22T-EHumanEsophagusESCC7.16e-202.94e-010.1236
54875CNTLNP23T-EHumanEsophagusESCC7.24e-101.97e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:0010457EsophagusESCCcentriole-centriole cohesion12/855214/187232.51e-031.08e-0212
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
GO:00070981Oral cavityOSCCcentrosome cycle66/7305130/187234.17e-031.70e-0266
GO:00310232Oral cavityOSCCmicrotubule organizing center organization70/7305143/187239.71e-033.44e-0270
GO:00310235ThyroidPTCmicrotubule organizing center organization65/5968143/187234.48e-042.96e-0365
GO:00070984ThyroidPTCcentrosome cycle59/5968130/187238.39e-045.16e-0359
GO:003102311ThyroidATCmicrotubule organizing center organization71/6293143/187235.11e-053.99e-0471
GO:000709811ThyroidATCcentrosome cycle65/6293130/187237.95e-055.97e-0465
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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
CNTLNSNVMissense_Mutationc.3818C>Ap.Ala1273Aspp.A1273DQ9NXG0protein_codingdeleterious(0)possibly_damaging(0.564)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CNTLNSNVMissense_Mutationnovelc.3066N>Cp.Gln1022Hisp.Q1022HQ9NXG0protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
CNTLNSNVMissense_Mutationc.4172A>Gp.Lys1391Argp.K1391RQ9NXG0protein_codingtolerated(0.29)benign(0.015)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
CNTLNSNVMissense_Mutationc.648N>Tp.Lys216Asnp.K216NQ9NXG0protein_codingtolerated(0.1)benign(0.009)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CNTLNSNVMissense_Mutationnovelc.1819N>Tp.Asp607Tyrp.D607YQ9NXG0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTLNSNVMissense_Mutationc.813N>Cp.Leu271Phep.L271FQ9NXG0protein_codingdeleterious(0.01)benign(0.014)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNTLNSNVMissense_Mutationrs201402782c.634N>Cp.Glu212Glnp.E212QQ9NXG0protein_codingtolerated(1)benign(0)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CNTLNSNVMissense_Mutationc.464N>Tp.Ser155Phep.S155FQ9NXG0protein_codingdeleterious(0)possibly_damaging(0.667)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
CNTLNSNVMissense_Mutationc.2704N>Cp.Asp902Hisp.D902HQ9NXG0protein_codingdeleterious(0.01)benign(0.024)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CNTLNSNVMissense_Mutationc.3026N>Gp.Val1009Glyp.V1009GQ9NXG0protein_codingdeleterious(0)benign(0.118)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
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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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