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: GRAMD1C

Gene summary for GRAMD1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRAMD1C

Gene ID

54762

Gene nameGRAM domain containing 1C
Gene AliasGRAMD1C
Cytomap3q13.31
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8IYS0


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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
54762GRAMD1CHTA11_2487_2000001011HumanColorectumSER2.17e-022.45e-01-0.1808
54762GRAMD1CHTA11_1938_2000001011HumanColorectumAD3.62e-147.80e-01-0.0811
54762GRAMD1CHTA11_78_2000001011HumanColorectumAD1.95e-043.71e-01-0.1088
54762GRAMD1CHTA11_347_2000001011HumanColorectumAD1.28e-042.44e-01-0.1954
54762GRAMD1CHTA11_6818_2000001011HumanColorectumAD3.77e-097.03e-010.0112
54762GRAMD1CHTA11_6818_2000001021HumanColorectumAD1.88e-117.68e-010.0588
54762GRAMD1CHTA11_99999970781_79442HumanColorectumMSS3.21e-177.28e-010.294
54762GRAMD1CHTA11_99999965062_69753HumanColorectumMSI-H4.50e-069.49e-010.3487
54762GRAMD1CA015-C-203HumanColorectumFAP1.57e-04-1.51e-01-0.1294
54762GRAMD1CA001-C-108HumanColorectumFAP1.41e-04-1.87e-01-0.0272
54762GRAMD1CA015-C-104HumanColorectumFAP2.53e-05-1.23e-01-0.1899
54762GRAMD1CA001-C-014HumanColorectumFAP8.79e-03-1.41e-010.0135
54762GRAMD1CA002-C-016HumanColorectumFAP7.89e-05-1.71e-010.0521
54762GRAMD1CA002-C-116HumanColorectumFAP8.85e-07-1.75e-01-0.0452
54762GRAMD1CF034HumanColorectumFAP4.01e-07-2.11e-01-0.0665
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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
∗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:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0097305ColorectumADresponse to alcohol71/3918253/187234.01e-032.80e-0271
GO:00973051ColorectumMSSresponse to alcohol66/3467253/187231.73e-031.54e-0266
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00973052ColorectumMSI-Hresponse to alcohol33/1319253/187234.53e-049.61e-0333
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:00973053ColorectumFAPresponse to alcohol55/2622253/187235.05e-045.78e-0355
GO:0097306ColorectumFAPcellular response to alcohol25/262293/187237.87e-048.29e-0325
GO:00108762ColorectumFAPlipid localization85/2622448/187231.92e-031.63e-0285
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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
GRAMD1CSNVMissense_Mutationc.1811N>Gp.Ser604Cysp.S604CQ8IYS0protein_codingtolerated(0.06)possibly_damaging(0.818)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GRAMD1CSNVMissense_Mutationc.433N>Tp.Ile145Phep.I145FQ8IYS0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
GRAMD1CSNVMissense_Mutationc.1669C>Gp.Leu557Valp.L557VQ8IYS0protein_codingtolerated(0.09)benign(0.01)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GRAMD1CinsertionIn_Frame_Insnovelc.115_116insGAGCTGTGGCTTGCACGTGTAATCCCAGCACTTp.Val39delinsGlyAlaValAlaCysThrCysAsnProSerThrLeup.V39delinsGAVACTCNPSTLQ8IYS0protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GRAMD1CdeletionFrame_Shift_Delnovelc.1103delNp.Pro369LeufsTer11p.P369Lfs*11Q8IYS0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GRAMD1CdeletionFrame_Shift_Delnovelc.1099delNp.Ser367LeufsTer13p.S367Lfs*13Q8IYS0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GRAMD1CSNVMissense_Mutationrs755524312c.302G>Ap.Arg101Glnp.R101QQ8IYS0protein_codingdeleterious(0.02)probably_damaging(0.961)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRAMD1CSNVMissense_Mutationnovelc.1559C>Tp.Ala520Valp.A520VQ8IYS0protein_codingtolerated(0.31)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRAMD1CSNVMissense_Mutationc.1811C>Gp.Ser604Cysp.S604CQ8IYS0protein_codingtolerated(0.06)possibly_damaging(0.818)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GRAMD1CSNVMissense_Mutationrs774536362c.1553N>Ap.Arg518Glnp.R518QQ8IYS0protein_codingdeleterious(0)probably_damaging(0.92)TCGA-FU-A3HZ-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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