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: RGCC

Gene summary for RGCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGCC

Gene ID

28984

Gene nameregulator of cell cycle
Gene AliasC13orf15
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

Q9H4X1


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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
28984RGCCGSM4909282HumanBreastIDC5.68e-14-4.74e-01-0.0288
28984RGCCGSM4909285HumanBreastIDC4.19e-02-3.56e-010.21
28984RGCCGSM4909286HumanBreastIDC5.69e-07-4.29e-010.1081
28984RGCCGSM4909287HumanBreastIDC1.56e-07-4.07e-010.2057
28984RGCCGSM4909290HumanBreastIDC3.39e-10-4.79e-010.2096
28984RGCCGSM4909291HumanBreastIDC3.99e-02-3.77e-010.1753
28984RGCCGSM4909293HumanBreastIDC5.11e-13-4.96e-010.1581
28984RGCCGSM4909294HumanBreastIDC8.83e-15-4.95e-010.2022
28984RGCCGSM4909296HumanBreastIDC8.66e-19-5.11e-010.1524
28984RGCCGSM4909297HumanBreastIDC6.10e-15-4.58e-010.1517
28984RGCCGSM4909298HumanBreastIDC1.61e-06-4.26e-010.1551
28984RGCCGSM4909301HumanBreastIDC3.46e-17-5.11e-010.1577
28984RGCCGSM4909302HumanBreastIDC2.72e-07-3.93e-010.1545
28984RGCCGSM4909304HumanBreastIDC4.99e-18-5.09e-010.1636
28984RGCCGSM4909306HumanBreastIDC3.64e-09-4.22e-010.1564
28984RGCCGSM4909307HumanBreastIDC1.94e-16-5.10e-010.1569
28984RGCCGSM4909308HumanBreastIDC1.15e-13-4.86e-010.158
28984RGCCGSM4909311HumanBreastIDC2.43e-17-4.88e-010.1534
28984RGCCGSM4909312HumanBreastIDC9.92e-21-5.23e-010.1552
28984RGCCGSM4909313HumanBreastIDC1.35e-04-3.89e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:200027822BreastDCISregulation of DNA biosynthetic process19/1390106/187232.74e-044.09e-0319
GO:200057322BreastDCISpositive regulation of DNA biosynthetic process14/139066/187232.88e-044.25e-0314
GO:005149621BreastDCISpositive regulation of stress fiber assembly12/139052/187233.40e-044.87e-0312
GO:006157224BreastDCISactin filament bundle organization25/1390161/187233.43e-044.90e-0325
GO:19013422BreastDCISregulation of vasculature development44/1390348/187233.67e-045.17e-0344
GO:011002024BreastDCISregulation of actomyosin structure organization18/1390100/187233.72e-045.21e-0318
GO:011005324BreastDCISregulation of actin filament organization37/1390278/187233.91e-045.40e-0337
GO:003033611BreastDCISnegative regulation of cell migration43/1390344/187235.41e-046.96e-0343
GO:003223322BreastDCISpositive regulation of actin filament bundle assembly13/139063/187236.22e-047.87e-0313
GO:003223124BreastDCISregulation of actin filament bundle assembly18/1390105/187236.84e-048.39e-0318
GO:004001311BreastDCISnegative regulation of locomotion47/1390391/187237.30e-048.69e-0347
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:004593112BreastDCISpositive regulation of mitotic cell cycle19/1390121/187231.47e-031.49e-0219
GO:000183721BreastDCISepithelial to mesenchymal transition22/1390157/187232.92e-032.50e-0222
GO:000225311BreastDCISactivation of immune response43/1390375/187232.96e-032.54e-0243
GO:000716212BreastDCISnegative regulation of cell adhesion36/1390303/187233.49e-032.90e-0236
GO:007189712BreastDCISDNA biosynthetic process24/1390180/187233.74e-033.01e-0224
GO:000695911BreastDCIShumoral immune response37/1390317/187234.16e-033.29e-0237
GO:00310328BreastDCISactomyosin structure organization25/1390196/187235.59e-034.06e-0225
GO:00447724BreastDCISmitotic cell cycle phase transition46/1390424/187236.16e-034.39e-0246
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0481023BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
hsa0481033BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa04810111Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa0481020ProstateBPHRegulation of actin cytoskeleton80/1718229/84651.23e-071.31e-068.10e-0780
hsa04810110ProstateBPHRegulation of actin cytoskeleton80/1718229/84651.23e-071.31e-068.10e-0780
hsa0481025ProstateTumorRegulation of actin cytoskeleton84/1791229/84653.40e-084.17e-072.58e-0784
hsa0481035ProstateTumorRegulation of actin cytoskeleton84/1791229/84653.40e-084.17e-072.58e-0784
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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
RGCCSNVMissense_Mutationc.176N>Ap.Arg59Hisp.R59HQ9H4X1protein_codingdeleterious(0.03)probably_damaging(0.917)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RGCCSNVMissense_Mutationc.194N>Ap.Ser65Asnp.S65NQ9H4X1protein_codingtolerated(0.08)possibly_damaging(0.797)TCGA-F5-6811-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RGCCSNVMissense_Mutationnovelc.206G>Ap.Ser69Asnp.S69NQ9H4X1protein_codingtolerated(0.68)probably_damaging(0.994)TCGA-EY-A1GO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
RGCCSNVMissense_Mutationc.382N>Tp.Ala128Serp.A128SQ9H4X1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-64-5779-01Lunglung adenocarcinomaMale<65III/IVChemotherapycisplatinPD
RGCCSNVMissense_Mutationc.197N>Gp.Ala66Glyp.A66GQ9H4X1protein_codingtolerated(0.06)possibly_damaging(0.721)TCGA-66-2754-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
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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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