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: GRAMD4

Gene summary for GRAMD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRAMD4

Gene ID

23151

Gene nameGRAM domain containing 4
Gene AliasDIP
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q6IC98


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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
23151GRAMD4HTA11_347_2000001011HumanColorectumAD2.60e-155.56e-01-0.1954
23151GRAMD4HTA11_83_2000001011HumanColorectumSER7.44e-034.19e-01-0.1526
23151GRAMD4HTA11_696_2000001011HumanColorectumAD1.06e-034.55e-01-0.1464
23151GRAMD4HTA11_1391_2000001011HumanColorectumAD1.72e-033.77e-01-0.059
23151GRAMD4HTA11_99999971662_82457HumanColorectumMSS4.13e-064.72e-010.3859
23151GRAMD4A002-C-010HumanColorectumFAP5.28e-07-2.85e-010.242
23151GRAMD4A001-C-207HumanColorectumFAP2.86e-02-2.68e-010.1278
23151GRAMD4A015-C-203HumanColorectumFAP2.41e-12-2.66e-01-0.1294
23151GRAMD4A015-C-204HumanColorectumFAP2.03e-03-2.72e-01-0.0228
23151GRAMD4A002-C-201HumanColorectumFAP5.26e-06-2.93e-010.0324
23151GRAMD4A002-C-203HumanColorectumFAP6.31e-05-2.32e-010.2786
23151GRAMD4A001-C-108HumanColorectumFAP9.33e-06-2.38e-01-0.0272
23151GRAMD4A002-C-205HumanColorectumFAP2.27e-07-2.87e-01-0.1236
23151GRAMD4A001-C-104HumanColorectumFAP3.67e-02-1.68e-010.0184
23151GRAMD4A015-C-006HumanColorectumFAP2.05e-04-2.65e-01-0.0994
23151GRAMD4A015-C-106HumanColorectumFAP3.09e-08-2.50e-01-0.0511
23151GRAMD4A002-C-114HumanColorectumFAP1.30e-05-2.67e-01-0.1561
23151GRAMD4A015-C-104HumanColorectumFAP5.91e-13-3.02e-01-0.1899
23151GRAMD4A001-C-014HumanColorectumFAP3.78e-09-2.72e-010.0135
23151GRAMD4A002-C-016HumanColorectumFAP8.29e-08-3.04e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0043281ColorectumADregulation of cysteine-type endopeptidase activity involved in apoptotic process72/3918209/187233.70e-061.03e-0472
GO:2000116ColorectumADregulation of cysteine-type endopeptidase activity79/3918235/187233.74e-061.03e-0479
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0010952ColorectumADpositive regulation of peptidase activity68/3918197/187236.30e-061.59e-0468
GO:0052548ColorectumADregulation of endopeptidase activity124/3918432/187236.58e-051.07e-03124
GO:0010950ColorectumADpositive regulation of endopeptidase activity59/3918179/187231.11e-041.65e-0359
GO:2001056ColorectumADpositive regulation of cysteine-type endopeptidase activity47/3918148/187231.30e-031.14e-0247
GO:0043280ColorectumADpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process42/3918129/187231.33e-031.16e-0242
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
GO:00109521ColorectumSERpositive regulation of peptidase activity55/2897197/187235.44e-062.00e-0455
GO:00432811ColorectumSERregulation of cysteine-type endopeptidase activity involved in apoptotic process57/2897209/187238.08e-062.74e-0457
GO:20001161ColorectumSERregulation of cysteine-type endopeptidase activity62/2897235/187231.05e-053.39e-0462
GO:00109501ColorectumSERpositive regulation of endopeptidase activity47/2897179/187231.32e-042.66e-0347
GO:00432801ColorectumSERpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process33/2897129/187231.97e-031.97e-0233
GO:20010561ColorectumSERpositive regulation of cysteine-type endopeptidase activity36/2897148/187233.21e-032.76e-0236
GO:00458622ColorectumMSSpositive regulation of proteolysis119/3467372/187232.14e-102.09e-08119
GO:00525472ColorectumMSSregulation of peptidase activity130/3467461/187231.81e-078.13e-06130
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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
GRAMD4SNVMissense_Mutationc.412N>Cp.Glu138Glnp.E138QQ6IC98protein_codingtolerated(0.1)benign(0.062)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GRAMD4SNVMissense_Mutationnovelc.227G>Ap.Arg76Glnp.R76QQ6IC98protein_codingtolerated(0.3)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD4SNVMissense_Mutationc.965N>Tp.Lys322Metp.K322MQ6IC98protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GRAMD4SNVMissense_Mutationnovelc.812N>Ap.Gly271Glup.G271EQ6IC98protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GRAMD4SNVMissense_Mutationc.736N>Cp.Trp246Argp.W246RQ6IC98protein_codingtolerated(0.07)possibly_damaging(0.8)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD4insertionNonsense_Mutationnovelc.436_437insGTGGAAGCTGAAGGTCCTGGGAGCATTp.Lys146delinsSerGlySerTerArgSerTrpGluHisTerp.K146delinsSGS*RSWEH*Q6IC98protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
GRAMD4insertionFrame_Shift_Insnovelc.1406_1407insTTp.Cys470SerfsTer45p.C470Sfs*45Q6IC98protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GRAMD4insertionFrame_Shift_Insnovelc.1408_1409insCTTTGp.Cys470SerfsTer46p.C470Sfs*46Q6IC98protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GRAMD4deletionFrame_Shift_Delnovelc.1533delCp.Lys512SerfsTer2p.K512Sfs*2Q6IC98protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GRAMD4SNVMissense_Mutationrs368538880c.517N>Tp.Arg173Trpp.R173WQ6IC98protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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