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: AIDA

Gene summary for AIDA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIDA

Gene ID

64853

Gene nameaxin interactor, dorsalization associated
Gene AliasC1orf80
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96BJ3


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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
64853AIDALZE4THumanEsophagusESCC2.04e-113.11e-010.0811
64853AIDALZE7THumanEsophagusESCC1.35e-084.63e-010.0667
64853AIDALZE8THumanEsophagusESCC8.64e-092.01e-010.067
64853AIDALZE22THumanEsophagusESCC1.66e-022.93e-010.068
64853AIDALZE24THumanEsophagusESCC8.65e-113.84e-010.0596
64853AIDALZE6THumanEsophagusESCC1.90e-042.38e-010.0845
64853AIDAP1T-EHumanEsophagusESCC7.80e-073.39e-010.0875
64853AIDAP2T-EHumanEsophagusESCC7.31e-213.40e-010.1177
64853AIDAP4T-EHumanEsophagusESCC1.29e-163.50e-010.1323
64853AIDAP5T-EHumanEsophagusESCC1.19e-102.39e-010.1327
64853AIDAP8T-EHumanEsophagusESCC3.86e-113.00e-010.0889
64853AIDAP9T-EHumanEsophagusESCC9.77e-122.41e-010.1131
64853AIDAP10T-EHumanEsophagusESCC3.22e-245.32e-010.116
64853AIDAP11T-EHumanEsophagusESCC6.66e-125.54e-010.1426
64853AIDAP12T-EHumanEsophagusESCC3.83e-122.60e-010.1122
64853AIDAP15T-EHumanEsophagusESCC1.25e-123.82e-010.1149
64853AIDAP16T-EHumanEsophagusESCC1.93e-092.76e-010.1153
64853AIDAP17T-EHumanEsophagusESCC3.20e-093.86e-010.1278
64853AIDAP19T-EHumanEsophagusESCC5.38e-077.92e-010.1662
64853AIDAP20T-EHumanEsophagusESCC7.84e-154.15e-010.1124
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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
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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:00719014EsophagusESCCnegative regulation of protein serine/threonine kinase activity75/8552120/187231.48e-049.88e-0475
GO:0031333110EsophagusESCCnegative regulation of protein-containing complex assembly86/8552141/187231.74e-041.14e-0386
GO:0043409110EsophagusESCCnegative regulation of MAPK cascade105/8552180/187234.13e-042.35e-03105
GO:00463289EsophagusESCCregulation of JNK cascade80/8552133/187235.35e-042.95e-0380
GO:003287317EsophagusESCCnegative regulation of stress-activated MAPK cascade35/855251/187237.77e-044.02e-0335
GO:007030317EsophagusESCCnegative regulation of stress-activated protein kinase signaling cascade35/855251/187237.77e-044.02e-0335
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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
AIDASNVMissense_Mutationc.729N>Gp.Phe243Leup.F243LQ96BJ3protein_codingtolerated(0.23)probably_damaging(0.967)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
AIDAinsertionFrame_Shift_Insnovelc.751_752insCTCTTGCTACTp.Arg251ThrfsTer26p.R251Tfs*26Q96BJ3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AIDASNVMissense_Mutationc.697T>Ap.Leu233Ilep.L233IQ96BJ3protein_codingtolerated(0.07)benign(0.15)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AIDASNVMissense_Mutationc.532T>Gp.Leu178Valp.L178VQ96BJ3protein_codingdeleterious(0)probably_damaging(0.953)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AIDASNVMissense_Mutationc.425C>Tp.Ala142Valp.A142VQ96BJ3protein_codingtolerated(0.14)benign(0)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
AIDASNVMissense_Mutationc.431C>Ap.Ser144Tyrp.S144YQ96BJ3protein_codingdeleterious(0.01)possibly_damaging(0.737)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AIDASNVMissense_Mutationnovelc.899N>Gp.His300Argp.H300RQ96BJ3protein_codingtolerated(0.21)benign(0.054)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AIDASNVMissense_Mutationc.637N>Cp.Lys213Glnp.K213QQ96BJ3protein_codingdeleterious(0.02)probably_damaging(0.917)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AIDASNVMissense_Mutationc.851G>Tp.Arg284Ilep.R284IQ96BJ3protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIDASNVMissense_Mutationnovelc.677N>Cp.Leu226Prop.L226PQ96BJ3protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-AP-A1DK-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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