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: RBCK1

Gene summary for RBCK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBCK1

Gene ID

10616

Gene nameRANBP2-type and C3HC4-type zinc finger containing 1
Gene AliasC20orf18
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A6PVK0


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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
10616RBCK1GSM4909286HumanBreastIDC4.22e-02-2.05e-010.1081
10616RBCK1GSM4909293HumanBreastIDC1.34e-204.92e-010.1581
10616RBCK1GSM4909297HumanBreastIDC1.16e-03-1.17e-010.1517
10616RBCK1GSM4909311HumanBreastIDC1.14e-18-4.55e-020.1534
10616RBCK1GSM4909312HumanBreastIDC1.42e-05-1.55e-020.1552
10616RBCK1GSM4909317HumanBreastIDC4.12e-155.58e-010.1355
10616RBCK1GSM4909318HumanBreastIDC1.45e-075.93e-010.2031
10616RBCK1GSM4909319HumanBreastIDC1.59e-22-1.20e-010.1563
10616RBCK1GSM4909320HumanBreastIDC2.73e-04-1.08e-010.1575
10616RBCK1GSM4909321HumanBreastIDC2.06e-09-3.43e-020.1559
10616RBCK1brca10HumanBreastPrecancer2.13e-135.39e-01-0.0029
10616RBCK1NCCBC14HumanBreastDCIS2.30e-06-1.32e-010.2021
10616RBCK1NCCBC5HumanBreastDCIS3.72e-083.89e-030.2046
10616RBCK1P1HumanBreastIDC1.87e-12-2.14e-020.1527
10616RBCK1DCIS2HumanBreastDCIS1.08e-49-7.79e-040.0085
10616RBCK1HTA11_3410_2000001011HumanColorectumAD1.88e-091.41e-010.0155
10616RBCK1HTA11_2487_2000001011HumanColorectumSER4.02e-023.22e-01-0.1808
10616RBCK1HTA11_1938_2000001011HumanColorectumAD1.50e-053.93e-01-0.0811
10616RBCK1HTA11_78_2000001011HumanColorectumAD8.28e-051.99e-01-0.1088
10616RBCK1HTA11_347_2000001011HumanColorectumAD9.54e-164.82e-01-0.1954
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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
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
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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:0010939BreastPrecancerregulation of necrotic cell death9/108042/187235.42e-046.97e-039
GO:0070265BreastPrecancernecrotic cell death11/108062/187237.54e-049.01e-0311
GO:00508523BreastPrecancerT cell receptor signaling pathway15/1080123/187234.80e-033.64e-0215
GO:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
GO:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:200123514BreastIDCpositive regulation of apoptotic signaling pathway31/1434126/187234.13e-093.35e-0731
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:20012385BreastIDCpositive regulation of extrinsic apoptotic signaling pathway12/143448/187232.03e-043.32e-0312
GO:00431227BreastIDCregulation of I-kappaB kinase/NF-kappaB signaling34/1434249/187237.18e-048.77e-0334
GO:000724914BreastIDCI-kappaB kinase/NF-kappaB signaling37/1434281/187238.58e-049.98e-0337
GO:00508521BreastIDCT cell receptor signaling pathway20/1434123/187231.05e-031.16e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0513154BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051318ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa051319ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
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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
RBCK1SNVMissense_Mutationnovelc.1515C>Gp.Ser505Argp.S505RQ9BYM8protein_codingtolerated(0.61)benign(0.022)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RBCK1SNVMissense_Mutationnovelc.538G>Ap.Glu180Lysp.E180KQ9BYM8protein_codingtolerated(0.68)benign(0.007)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
RBCK1SNVMissense_Mutationrs752153553c.317G>Ap.Arg106Glnp.R106QQ9BYM8protein_codingtolerated(0.34)benign(0.321)TCGA-A6-6782-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RBCK1SNVMissense_Mutationnovelc.1481G>Ap.Arg494Hisp.R494HQ9BYM8protein_codingdeleterious(0)possibly_damaging(0.644)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RBCK1SNVMissense_Mutationc.386N>Gp.Tyr129Cysp.Y129CQ9BYM8protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RBCK1SNVMissense_Mutationrs139191851c.401N>Ap.Arg134Hisp.R134HQ9BYM8protein_codingtolerated(0.62)benign(0)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RBCK1SNVMissense_Mutationc.769C>Gp.Gln257Glup.Q257EQ9BYM8protein_codingtolerated(1)benign(0)TCGA-CM-6172-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
RBCK1SNVMissense_Mutationc.544N>Ap.Gly182Argp.G182RQ9BYM8protein_codingtolerated(0.51)benign(0.046)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RBCK1SNVMissense_Mutationnovelc.374N>Ap.Ser125Asnp.S125NQ9BYM8protein_codingtolerated(0.21)benign(0.015)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RBCK1SNVMissense_Mutationrs760689114c.1292C>Tp.Thr431Metp.T431MQ9BYM8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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