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: GCC2

Gene summary for GCC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCC2

Gene ID

9648

Gene nameGRIP and coiled-coil domain containing 2
Gene AliasGCC185
Cytomap2q12.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B3KR21


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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
9648GCC2HTA11_3410_2000001011HumanColorectumAD1.27e-06-4.57e-010.0155
9648GCC2HTA11_78_2000001011HumanColorectumAD1.39e-035.20e-01-0.1088
9648GCC2HTA11_347_2000001011HumanColorectumAD9.20e-105.25e-01-0.1954
9648GCC2HTA11_99999965062_69753HumanColorectumMSI-H1.26e-029.10e-010.3487
9648GCC2F007HumanColorectumFAP1.82e-146.53e-010.1176
9648GCC2A001-C-207HumanColorectumFAP2.90e-104.39e-010.1278
9648GCC2A015-C-203HumanColorectumFAP5.32e-23-5.19e-03-0.1294
9648GCC2A015-C-204HumanColorectumFAP3.37e-072.26e-01-0.0228
9648GCC2A014-C-040HumanColorectumFAP1.16e-073.67e-01-0.1184
9648GCC2A002-C-201HumanColorectumFAP2.40e-153.04e-010.0324
9648GCC2A002-C-203HumanColorectumFAP4.12e-062.46e-010.2786
9648GCC2A001-C-119HumanColorectumFAP5.52e-174.97e-01-0.1557
9648GCC2A001-C-108HumanColorectumFAP3.47e-386.27e-01-0.0272
9648GCC2A002-C-205HumanColorectumFAP3.43e-314.15e-01-0.1236
9648GCC2A001-C-104HumanColorectumFAP1.06e-134.64e-010.0184
9648GCC2A015-C-005HumanColorectumFAP7.86e-053.17e-01-0.0336
9648GCC2A015-C-006HumanColorectumFAP7.21e-285.36e-01-0.0994
9648GCC2A015-C-106HumanColorectumFAP1.39e-112.73e-01-0.0511
9648GCC2A002-C-114HumanColorectumFAP7.47e-202.03e-01-0.1561
9648GCC2A015-C-104HumanColorectumFAP7.37e-284.08e-02-0.1899
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0034067ColorectumADprotein localization to Golgi apparatus14/391829/187239.40e-048.92e-0314
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
GO:0006623ColorectumADprotein targeting to vacuole15/391837/187235.24e-033.47e-0215
GO:0072666ColorectumADestablishment of protein localization to vacuole18/391849/187237.93e-034.73e-0218
GO:00725943ColorectumMSI-Hestablishment of protein localization to organelle63/1319422/187231.10e-081.33e-0663
GO:00066053ColorectumMSI-Hprotein targeting44/1319314/187239.50e-064.55e-0444
GO:00323863ColorectumMSI-Hregulation of intracellular transport46/1319337/187231.20e-055.48e-0446
GO:00331573ColorectumMSI-Hregulation of intracellular protein transport33/1319229/187236.86e-052.29e-0333
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051326ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa051327ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513210ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513211ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0513236EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
GCC2SNVMissense_Mutationrs747941337c.3598N>Gp.Leu1200Valp.L1200VQ8IWJ2protein_codingdeleterious(0.02)possibly_damaging(0.715)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
GCC2SNVMissense_Mutationc.2112N>Cp.Leu704Phep.L704FQ8IWJ2protein_codingdeleterious(0.01)possibly_damaging(0.454)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GCC2SNVMissense_Mutationnovelc.2338N>Cp.Val780Leup.V780LQ8IWJ2protein_codingtolerated(1)benign(0)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCC2SNVMissense_Mutationc.4710N>Cp.Lys1570Asnp.K1570NQ8IWJ2protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCC2SNVMissense_Mutationc.2272C>Ap.Gln758Lysp.Q758KQ8IWJ2protein_codingtolerated(0.05)probably_damaging(0.989)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GCC2SNVMissense_Mutationc.4249G>Cp.Glu1417Glnp.E1417QQ8IWJ2protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCC2SNVMissense_Mutationc.3394C>Ap.Gln1132Lysp.Q1132KQ8IWJ2protein_codingdeleterious(0.04)benign(0.058)TCGA-B6-A0WT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
GCC2SNVMissense_Mutationc.1158N>Tp.Lys386Asnp.K386NQ8IWJ2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GCC2SNVMissense_Mutationc.4835N>Gp.Ser1612Cysp.S1612CQ8IWJ2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
GCC2SNVMissense_Mutationc.1600N>Gp.Leu534Valp.L534VQ8IWJ2protein_codingtolerated(0.06)benign(0.223)TCGA-D8-A1XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
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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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