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: GRAMD1B

Gene summary for GRAMD1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRAMD1B

Gene ID

57476

Gene nameGRAM domain containing 1B
Gene AliasLINC01059
Cytomap11q24.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q3KR37


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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
57476GRAMD1BHCC2_MengHumanLiverHCC1.24e-041.24e-020.0107
57476GRAMD1Bcirrhotic3HumanLiverCirrhotic2.72e-029.28e-020.0215
57476GRAMD1BHCC2HumanLiverHCC3.95e-051.30e+000.5341
57476GRAMD1BS027HumanLiverHCC1.37e-044.58e-010.2446
57476GRAMD1BS028HumanLiverHCC5.09e-115.26e-010.2503
57476GRAMD1BS029HumanLiverHCC1.23e-166.47e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:004263211LiverCirrhoticcholesterol homeostasis46/463496/187237.15e-071.52e-0546
GO:005509211LiverCirrhoticsterol homeostasis46/463497/187231.04e-062.13e-0546
GO:009730512LiverCirrhoticresponse to alcohol96/4634253/187231.97e-063.65e-0596
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:001591811LiverCirrhoticsterol transport48/4634130/187231.32e-038.83e-0348
GO:00973061LiverCirrhoticcellular response to alcohol36/463493/187231.97e-031.23e-0236
GO:0036314LiverCirrhoticresponse to sterol17/463436/187232.82e-031.63e-0217
GO:01200091LiverCirrhoticintermembrane lipid transfer21/463448/187233.06e-031.73e-0221
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:009730522LiverHCCresponse to alcohol138/7958253/187236.91e-056.26e-04138
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:005509221LiverHCCsterol homeostasis59/795897/187232.06e-041.58e-0359
GO:01200092LiverHCCintermembrane lipid transfer33/795848/187232.12e-041.63e-0333
GO:004263221LiverHCCcholesterol homeostasis58/795896/187232.99e-042.13e-0358
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
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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
GRAMD1BSNVMissense_Mutationnovelc.55N>Ap.Ala19Thrp.A19TQ3KR37protein_codingtolerated(0.5)benign(0.015)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD1BSNVMissense_Mutationc.1550N>Tp.Gly517Valp.G517VQ3KR37protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
GRAMD1BSNVMissense_Mutationc.161N>Ap.Pro54Glnp.P54QQ3KR37protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRAMD1BSNVMissense_Mutationc.181G>Ap.Val61Metp.V61MQ3KR37protein_codingdeleterious(0.05)possibly_damaging(0.862)TCGA-C8-A1HF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GRAMD1BSNVMissense_Mutationnovelc.1778C>Tp.Pro593Leup.P593LQ3KR37protein_codingtolerated(0.12)benign(0.101)TCGA-E2-A14U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GRAMD1BSNVMissense_Mutationrs763079105c.217N>Ap.Gly73Serp.G73SQ3KR37protein_codingtolerated(0.41)benign(0.009)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GRAMD1BSNVMissense_Mutationc.1528C>Tp.Arg510Cysp.R510CQ3KR37protein_codingtolerated(0.22)benign(0.21)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GRAMD1BSNVMissense_Mutationc.914C>Tp.Ser305Leup.S305LQ3KR37protein_codingtolerated(0.09)benign(0.012)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GRAMD1BSNVMissense_Mutationc.337N>Tp.Pro113Serp.P113SQ3KR37protein_codingdeleterious(0)probably_damaging(0.994)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRAMD1BSNVMissense_Mutationrs369825461c.1634C>Tp.Thr545Metp.T545MQ3KR37protein_codingtolerated(0.17)benign(0.007)TCGA-IR-A3LL-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
57476GRAMD1BTRANSPORTERlithiumLITHIUM29121268
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