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:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:005149518Oral cavityOSCCpositive regulation of cytoskeleton organization135/7305226/187231.98e-105.66e-09135
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:00459319Oral cavityOSCCpositive regulation of mitotic cell cycle77/7305121/187233.49e-086.64e-0777
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:003295620Oral cavityOSCCregulation of actin cytoskeleton organization189/7305358/187236.81e-081.21e-06189
GO:19019914Oral cavityOSCCnegative regulation of mitotic cell cycle phase transition104/7305179/187231.67e-072.73e-06104
GO:011005320Oral cavityOSCCregulation of actin filament organization150/7305278/187232.68e-074.15e-06150
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:19019882Oral cavityOSCCnegative regulation of cell cycle phase transition136/7305249/187233.81e-075.70e-06136
GO:200027817Oral cavityOSCCregulation of DNA biosynthetic process67/7305106/187233.85e-075.75e-0667
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
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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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