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: AAMDC

Gene summary for AAMDC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AAMDC

Gene ID

28971

Gene nameadipogenesis associated Mth938 domain containing
Gene AliasC11orf67
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

K4DI89


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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
28971AAMDCGSM4909281HumanBreastIDC1.02e-113.83e-010.21
28971AAMDCGSM4909286HumanBreastIDC1.18e-153.10e-010.1081
28971AAMDCGSM4909290HumanBreastIDC1.05e-094.12e-010.2096
28971AAMDCGSM4909294HumanBreastIDC2.26e-033.62e-010.2022
28971AAMDCGSM4909297HumanBreastIDC2.24e-093.39e-010.1517
28971AAMDCGSM4909298HumanBreastIDC3.17e-1081.40e+000.1551
28971AAMDCGSM4909301HumanBreastIDC3.20e-053.52e-010.1577
28971AAMDCGSM4909304HumanBreastIDC4.15e-092.59e-010.1636
28971AAMDCGSM4909307HumanBreastIDC8.73e-063.40e-010.1569
28971AAMDCGSM4909308HumanBreastIDC2.40e-245.61e-010.158
28971AAMDCGSM4909311HumanBreastIDC5.75e-05-1.75e-020.1534
28971AAMDCGSM4909312HumanBreastIDC1.99e-021.55e-010.1552
28971AAMDCGSM4909319HumanBreastIDC6.93e-12-5.95e-020.1563
28971AAMDCbrca2HumanBreastPrecancer3.84e-049.54e-02-0.024
28971AAMDCM5HumanBreastIDC1.50e-066.90e-010.1598
28971AAMDCP3HumanBreastIDC2.94e-148.82e-010.1542
28971AAMDCDCIS2HumanBreastDCIS8.04e-531.43e-010.0085
28971AAMDCLZE4THumanEsophagusESCC1.07e-035.36e-020.0811
28971AAMDCLZE5THumanEsophagusESCC1.80e-031.77e-010.0514
28971AAMDCLZE8THumanEsophagusESCC1.65e-051.27e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00454444BreastPrecancerfat cell differentiation26/1080229/187237.60e-049.04e-0326
GO:00456003BreastPrecancerpositive regulation of fat cell differentiation10/108066/187234.34e-033.39e-0210
GO:004544412BreastIDCfat cell differentiation30/1434229/187232.72e-032.41e-0230
GO:004560011BreastIDCpositive regulation of fat cell differentiation12/143466/187233.99e-033.23e-0212
GO:004544421BreastDCISfat cell differentiation30/1390229/187231.70e-031.68e-0230
GO:004560021BreastDCISpositive regulation of fat cell differentiation12/139066/187233.10e-032.63e-0212
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00454442LiverCirrhoticfat cell differentiation73/4634229/187238.57e-033.97e-0273
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:004544417ThyroidHTfat cell differentiation29/1272229/187238.88e-049.30e-0329
GO:00455986ThyroidHTregulation of fat cell differentiation20/1272139/187231.14e-031.14e-0220
GO:00456009ThyroidHTpositive regulation of fat cell differentiation12/127266/187231.47e-031.37e-0212
GO:004544418ThyroidPTCfat cell differentiation102/5968229/187233.66e-053.40e-04102
GO:004560015ThyroidPTCpositive regulation of fat cell differentiation33/596866/187231.63e-039.01e-0333
GO:004559814ThyroidPTCregulation of fat cell differentiation59/5968139/187235.50e-032.50e-0259
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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
AAMDCinsertionFrame_Shift_Insnovelc.217_218insCAGCATTAACTCAAAAGTCCACAGTTCAAAGTCCTATCTGp.Glu73AlafsTer14p.E73Afs*14protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AAMDCSNVMissense_Mutationnovelc.101G>Ap.Arg34Glnp.R34Qprotein_codingtolerated_low_confidence(0.07)benign(0.23)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AAMDCSNVMissense_Mutationnovelc.371N>Ap.Ser124Asnp.S124Nprotein_codingbenign(0.003)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
AAMDCSNVMissense_Mutationnovelc.415N>Ap.Leu139Ilep.L139Iprotein_codingbenign(0.094)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
AAMDCSNVMissense_Mutationc.189N>Tp.Gln63Hisp.Q63Hprotein_codingdeleterious_low_confidence(0.01)benign(0.04)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AAMDCSNVMissense_Mutationc.58A>Gp.Asn20Aspp.N20Dprotein_codingtolerated_low_confidence(0.24)benign(0.029)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AAMDCSNVMissense_Mutationrs546888173c.88N>Tp.Pro30Serp.P30Sprotein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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