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: GADD45G

Gene summary for GADD45G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GADD45G

Gene ID

10912

Gene namegrowth arrest and DNA damage inducible gamma
Gene AliasCR6
Cytomap9q22.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O95257


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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
10912GADD45GGSM4909286HumanBreastIDC5.10e-05-2.54e-010.1081
10912GADD45GGSM4909297HumanBreastIDC1.43e-105.56e-010.1517
10912GADD45GGSM4909298HumanBreastIDC2.84e-083.61e-010.1551
10912GADD45GGSM4909301HumanBreastIDC4.56e-421.02e+000.1577
10912GADD45GGSM4909304HumanBreastIDC5.48e-062.52e-010.1636
10912GADD45GGSM4909306HumanBreastIDC1.98e-134.23e-010.1564
10912GADD45GGSM4909308HumanBreastIDC1.25e-104.91e-010.158
10912GADD45GGSM4909311HumanBreastIDC1.36e-03-8.03e-020.1534
10912GADD45GGSM4909319HumanBreastIDC8.29e-08-1.45e-020.1563
10912GADD45GGSM4909321HumanBreastIDC6.14e-043.03e-010.1559
10912GADD45GNCCBC3HumanBreastDCIS1.17e-02-2.17e-010.1198
10912GADD45GP1HumanBreastIDC5.22e-04-1.80e-010.1527
10912GADD45GDCIS2HumanBreastDCIS5.49e-03-1.23e-010.0085
10912GADD45GLZE4THumanEsophagusESCC1.17e-176.71e-010.0811
10912GADD45GLZE7THumanEsophagusESCC3.00e-097.87e-010.0667
10912GADD45GLZE24THumanEsophagusESCC4.93e-041.87e-010.0596
10912GADD45GP1T-EHumanEsophagusESCC1.19e-034.05e-010.0875
10912GADD45GP2T-EHumanEsophagusESCC9.09e-226.40e-010.1177
10912GADD45GP4T-EHumanEsophagusESCC3.49e-155.61e-010.1323
10912GADD45GP5T-EHumanEsophagusESCC4.68e-043.66e-010.1327
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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: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:00463289EsophagusESCCregulation of JNK cascade80/8552133/187235.35e-042.95e-0380
GO:00703046EsophagusESCCpositive regulation of stress-activated protein kinase signaling cascade74/8552128/187233.77e-031.53e-0274
GO:00328745EsophagusESCCpositive regulation of stress-activated MAPK cascade72/8552126/187236.24e-032.29e-0272
GO:01201624EsophagusESCCpositive regulation of cold-induced thermogenesis57/855297/187236.43e-032.35e-0257
GO:00463302EsophagusESCCpositive regulation of JNK cascade52/855289/187231.04e-023.56e-0252
GO:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:01201616EsophagusESCCregulation of cold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:007030222LiverHCCregulation of stress-activated protein kinase signaling cascade105/7958195/187238.79e-045.20e-03105
GO:003287222LiverHCCregulation of stress-activated MAPK cascade102/7958192/187231.86e-039.49e-03102
GO:000725412LiverHCCJNK cascade89/7958167/187233.09e-031.44e-0289
GO:010610611LiverHCCcold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:012016111LiverHCCregulation of cold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:199084511LiverHCCadaptive thermogenesis81/7958157/187231.32e-024.72e-0281
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516922BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa052147BreastIDCGlioma16/86775/84653.30e-032.10e-021.57e-0216
hsa052109BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0522010BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
hsa052169BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0516932BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0411512BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0521413BreastIDCGlioma16/86775/84653.30e-032.10e-021.57e-0216
hsa0521014BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0522013BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
hsa0521614BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0516941BreastDCISEpstein-Barr virus infection46/846202/84655.60e-081.13e-068.33e-0746
hsa0421844BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0411521BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
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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
GADD45GinsertionIn_Frame_Insnovelc.323_324insTGCCACp.Gly108_Glu109insAlaThrp.G108_E109insATO95257protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GADD45GinsertionFrame_Shift_Insnovelc.325_326insCACTCCAGCCTGGGCAp.Glu109AlafsTer46p.E109Afs*46O95257protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GADD45GSNVMissense_Mutationnovelc.250T>Gp.Phe84Valp.F84VO95257protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GADD45GSNVMissense_Mutationc.261G>Tp.Glu87Aspp.E87DO95257protein_codingtolerated(0.93)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GADD45GSNVMissense_Mutationnovelc.408N>Tp.Glu136Aspp.E136DO95257protein_codingtolerated(0.23)benign(0.001)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
GADD45GSNVMissense_Mutationnovelc.353A>Cp.His118Prop.H118PO95257protein_codingdeleterious(0)possibly_damaging(0.664)TCGA-3K-AAZ8-01Liverliver hepatocellular carcinomaMale>=65III/IVTargeted Molecular therapysorafenibPD
GADD45GSNVMissense_Mutationc.212N>Gp.Asp71Glyp.D71GO95257protein_codingdeleterious(0)probably_damaging(0.999)TCGA-44-7671-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
GADD45GSNVMissense_Mutationnovelc.19C>Ap.Arg7Serp.R7SO95257protein_codingtolerated(0.43)benign(0.007)TCGA-58-A46M-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
GADD45GSNVMissense_Mutationnovelc.431A>Cp.Glu144Alap.E144AO95257protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BA-5151-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
GADD45GSNVMissense_Mutationnovelc.395A>Gp.Asp132Glyp.D132GO95257protein_codingtolerated(0.05)possibly_damaging(0.872)TCGA-VQ-A91K-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
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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
10912GADD45GKINASE, TUMOR SUPPRESSORANDROGENS15062559
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