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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CNIH4

Gene summary for CNIH4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNIH4

Gene ID

29097

Gene namecornichon family AMPA receptor auxiliary protein 4
Gene AliasCNIH-4
Cytomap1q42.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9P003


Top

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
29097CNIH4LZE2THumanEsophagusESCC1.84e-092.03e+000.082
29097CNIH4LZE4THumanEsophagusESCC8.12e-249.67e-010.0811
29097CNIH4LZE5THumanEsophagusESCC2.75e-056.62e-010.0514
29097CNIH4LZE7THumanEsophagusESCC2.61e-101.10e+000.0667
29097CNIH4LZE8THumanEsophagusESCC5.06e-093.95e-010.067
29097CNIH4LZE20THumanEsophagusESCC1.14e-074.89e-010.0662
29097CNIH4LZE22D1HumanEsophagusHGIN6.74e-035.65e-020.0595
29097CNIH4LZE22THumanEsophagusESCC2.30e-049.48e-010.068
29097CNIH4LZE24THumanEsophagusESCC5.65e-208.88e-010.0596
29097CNIH4LZE6THumanEsophagusESCC3.21e-141.26e+000.0845
29097CNIH4P1T-EHumanEsophagusESCC7.00e-091.02e+000.0875
29097CNIH4P2T-EHumanEsophagusESCC8.88e-541.22e+000.1177
29097CNIH4P4T-EHumanEsophagusESCC8.34e-481.26e+000.1323
29097CNIH4P5T-EHumanEsophagusESCC5.79e-922.02e+000.1327
29097CNIH4P8T-EHumanEsophagusESCC4.58e-317.92e-010.0889
29097CNIH4P9T-EHumanEsophagusESCC2.18e-451.38e+000.1131
29097CNIH4P10T-EHumanEsophagusESCC2.92e-521.17e+000.116
29097CNIH4P11T-EHumanEsophagusESCC4.41e-191.30e+000.1426
29097CNIH4P12T-EHumanEsophagusESCC6.93e-519.61e-010.1122
29097CNIH4P15T-EHumanEsophagusESCC6.15e-441.23e+000.1149
Page: 1 2 3 4 5 6 7 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000688821LiverHCCendoplasmic reticulum to Golgi vesicle-mediated transport100/7958130/187231.15e-158.67e-14100
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068888Oral cavityOSCCendoplasmic reticulum to Golgi vesicle-mediated transport97/7305130/187231.42e-161.15e-1497
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000688814Oral cavityLPendoplasmic reticulum to Golgi vesicle-mediated transport67/4623130/187233.74e-112.39e-0967
GO:004819310ProstateBPHGolgi vesicle transport102/3107296/187233.90e-144.56e-12102
GO:00068887ProstateBPHendoplasmic reticulum to Golgi vesicle-mediated transport46/3107130/187231.53e-073.53e-0646
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:000688813ProstateTumorendoplasmic reticulum to Golgi vesicle-mediated transport49/3246130/187232.49e-088.33e-0749
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000688810SkincSCCendoplasmic reticulum to Golgi vesicle-mediated transport73/4864130/187232.60e-131.57e-1173
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000688817ThyroidPTCendoplasmic reticulum to Golgi vesicle-mediated transport83/5968130/187236.19e-143.52e-1283
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CNIH4SNVMissense_Mutationnovelc.279G>Tp.Met93Ilep.M93IQ9P003protein_codingtolerated(0.36)benign(0.025)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CNIH4SNVMissense_Mutationc.125N>Tp.Ser42Leup.S42LQ9P003protein_codingdeleterious(0.02)benign(0.3)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNIH4SNVMissense_Mutationc.408N>Cp.Leu136Phep.L136FQ9P003protein_codingdeleterious(0)probably_damaging(0.996)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CNIH4SNVMissense_Mutationnovelc.371N>Ap.Cys124Tyrp.C124YQ9P003protein_codingtolerated(1)benign(0.272)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNIH4insertionFrame_Shift_Insnovelc.392_392+1insTATGATCTTAGCTTTGATAAATGACTp.Ter140LeufsTer2p.*140Lfs*2Q9P003protein_codingTCGA-66-2793-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
CNIH4SNVMissense_Mutationnovelc.69N>Gp.Phe23Leup.F23LQ9P003protein_codingdeleterious(0.01)benign(0.007)TCGA-CV-A45Q-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
CNIH4SNVMissense_Mutationnovelc.325N>Cp.Ser109Prop.S109PQ9P003protein_codingtolerated(0.23)possibly_damaging(0.761)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 

Top

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
Page: 1