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: GRAMD1A

Gene summary for GRAMD1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRAMD1A

Gene ID

57655

Gene nameGRAM domain containing 1A
Gene AliasKIAA1533
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q96CP6


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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
57655GRAMD1AHTA11_3410_2000001011HumanColorectumAD2.32e-094.59e-010.0155
57655GRAMD1AHTA11_2951_2000001011HumanColorectumAD3.91e-036.70e-010.0216
57655GRAMD1AHTA11_696_2000001011HumanColorectumAD3.15e-044.61e-01-0.1464
57655GRAMD1AHTA11_866_2000001011HumanColorectumAD9.29e-084.51e-01-0.1001
57655GRAMD1AHTA11_1391_2000001011HumanColorectumAD1.54e-076.08e-01-0.059
57655GRAMD1AHTA11_866_3004761011HumanColorectumAD1.40e-228.32e-010.096
57655GRAMD1AHTA11_10711_2000001011HumanColorectumAD5.26e-106.87e-010.0338
57655GRAMD1AHTA11_7696_3000711011HumanColorectumAD8.07e-581.33e+000.0674
57655GRAMD1AHTA11_6818_2000001011HumanColorectumAD3.19e-131.04e+000.0112
57655GRAMD1AHTA11_11156_2000001011HumanColorectumAD4.27e-027.34e-010.0397
57655GRAMD1AHTA11_6818_2000001021HumanColorectumAD3.68e-127.10e-010.0588
57655GRAMD1AHTA11_99999970781_79442HumanColorectumMSS1.27e-063.63e-010.294
57655GRAMD1AHTA11_99999965104_69814HumanColorectumMSS8.43e-107.14e-010.281
57655GRAMD1AHTA11_99999971662_82457HumanColorectumMSS2.32e-318.77e-010.3859
57655GRAMD1AHTA11_99999974143_84620HumanColorectumMSS9.18e-216.22e-010.3005
57655GRAMD1AA015-C-203HumanColorectumFAP1.47e-052.09e-01-0.1294
57655GRAMD1AA002-C-201HumanColorectumFAP9.87e-032.43e-010.0324
57655GRAMD1AA002-C-021HumanColorectumFAP3.24e-062.68e-010.1171
57655GRAMD1AA002-C-205HumanColorectumFAP1.23e-03-5.25e-02-0.1236
57655GRAMD1AA015-C-006HumanColorectumFAP2.18e-023.35e-02-0.0994
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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
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
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: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: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
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
GO:009730522LiverHCCresponse to alcohol138/7958253/187236.91e-056.26e-04138
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:01200092LiverHCCintermembrane lipid transfer33/795848/187232.12e-041.63e-0333
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:00363141LiverHCCresponse to sterol24/795836/187232.95e-031.38e-0224
GO:00159182LiverHCCsterol transport71/7958130/187233.49e-031.58e-0271
GO:0070723LiverHCCresponse to cholesterol20/795831/187231.11e-024.09e-0220
GO:009730519Oral cavityOSCCresponse to alcohol127/7305253/187231.81e-041.24e-03127
GO:0097305110Oral cavityLPresponse to alcohol80/4623253/187237.24e-034.05e-0280
GO:0097305113ThyroidPTCresponse to alcohol107/5968253/187232.92e-042.07e-03107
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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
GRAMD1ASNVMissense_Mutationnovelc.1481N>Gp.Ser494Cysp.S494CQ96CP6protein_codingdeleterious(0)probably_damaging(0.99)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
GRAMD1ASNVMissense_Mutationc.1534N>Ap.Glu512Lysp.E512KQ96CP6protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GRAMD1ASNVMissense_Mutationrs375746328c.1976N>Tp.Thr659Metp.T659MQ96CP6protein_codingdeleterious(0)possibly_damaging(0.762)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD1ASNVMissense_Mutationnovelc.689A>Cp.Tyr230Serp.Y230SQ96CP6protein_codingtolerated(0.07)probably_damaging(0.994)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GRAMD1ASNVMissense_Mutationc.382G>Ap.Glu128Lysp.E128KQ96CP6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRAMD1ASNVMissense_Mutationnovelc.695N>Tp.Ser232Phep.S232FQ96CP6protein_codingdeleterious(0.04)benign(0.148)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GRAMD1ASNVMissense_Mutationrs769848875c.512N>Tp.Thr171Metp.T171MQ96CP6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD1ASNVMissense_Mutationnovelc.520N>Ap.Glu174Lysp.E174KQ96CP6protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD1ASNVMissense_Mutationrs754266755c.1526C>Tp.Ser509Leup.S509LQ96CP6protein_codingdeleterious(0.02)benign(0.117)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GRAMD1ASNVMissense_Mutationrs759830313c.1360N>Ap.Gly454Serp.G454SQ96CP6protein_codingtolerated(0.11)benign(0.028)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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