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: KRR1

Gene summary for KRR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRR1

Gene ID

11103

Gene nameKRR1 small subunit processome component homolog
Gene AliasHRB2
Cytomap12q21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13601


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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
11103KRR1LZE4THumanEsophagusESCC8.79e-153.45e-010.0811
11103KRR1LZE5THumanEsophagusESCC4.86e-043.97e-010.0514
11103KRR1LZE7THumanEsophagusESCC1.30e-068.62e-010.0667
11103KRR1LZE8THumanEsophagusESCC2.70e-021.19e-010.067
11103KRR1LZE20THumanEsophagusESCC1.28e-032.14e-010.0662
11103KRR1LZE22THumanEsophagusESCC3.75e-031.38e-010.068
11103KRR1LZE24THumanEsophagusESCC1.13e-134.41e-010.0596
11103KRR1P1T-EHumanEsophagusESCC1.88e-024.86e-010.0875
11103KRR1P2T-EHumanEsophagusESCC5.42e-541.21e+000.1177
11103KRR1P4T-EHumanEsophagusESCC1.31e-288.45e-010.1323
11103KRR1P5T-EHumanEsophagusESCC1.62e-186.19e-010.1327
11103KRR1P8T-EHumanEsophagusESCC7.53e-347.92e-010.0889
11103KRR1P9T-EHumanEsophagusESCC8.61e-031.69e-010.1131
11103KRR1P10T-EHumanEsophagusESCC4.82e-318.39e-010.116
11103KRR1P11T-EHumanEsophagusESCC9.36e-095.30e-010.1426
11103KRR1P12T-EHumanEsophagusESCC3.56e-308.11e-010.1122
11103KRR1P15T-EHumanEsophagusESCC8.51e-297.70e-010.1149
11103KRR1P16T-EHumanEsophagusESCC5.42e-388.60e-010.1153
11103KRR1P17T-EHumanEsophagusESCC9.39e-094.15e-010.1278
11103KRR1P19T-EHumanEsophagusESCC7.75e-057.61e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:000636418Oral cavityLPrRNA processing134/4623225/187236.08e-294.23e-26134
GO:001607218Oral cavityLPrRNA metabolic process136/4623236/187232.37e-271.48e-24136
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:002261318ProstateBPHribonucleoprotein complex biogenesis150/3107463/187232.18e-175.62e-15150
GO:004225418ProstateBPHribosome biogenesis90/3107299/187233.82e-091.44e-0790
GO:00063649ProstateBPHrRNA processing63/3107225/187231.11e-051.51e-0463
GO:00160729ProstateBPHrRNA metabolic process65/3107236/187231.45e-051.87e-0465
GO:00344708ProstateBPHncRNA processing84/3107395/187238.44e-033.64e-0284
GO:002261319ProstateTumorribonucleoprotein complex biogenesis159/3246463/187233.17e-191.52e-16159
GO:004225419ProstateTumorribosome biogenesis96/3246299/187232.76e-101.51e-0896
GO:000636417ProstateTumorrRNA processing69/3246225/187235.98e-071.26e-0569
GO:001607217ProstateTumorrRNA metabolic process71/3246236/187239.17e-071.79e-0571
GO:003447013ProstateTumorncRNA processing94/3246395/187236.02e-044.31e-0394
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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
KRR1SNVMissense_Mutationrs375387200c.104N>Tp.Thr35Metp.T35MQ13601protein_codingdeleterious(0.02)possibly_damaging(0.773)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
KRR1SNVMissense_Mutationrs368830982c.760C>Tp.Arg254Cysp.R254CQ13601protein_codingdeleterious(0)benign(0.017)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
KRR1SNVMissense_Mutationnovelc.691N>Tp.Asp231Tyrp.D231YQ13601protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KRR1SNVMissense_Mutationnovelc.691G>Tp.Asp231Tyrp.D231YQ13601protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
KRR1insertionFrame_Shift_Insnovelc.781_782insAp.Thr261AsnfsTer3p.T261Nfs*3Q13601protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRR1SNVMissense_Mutationrs751449948c.1062N>Tp.Lys354Asnp.K354NQ13601protein_codingdeleterious(0.04)possibly_damaging(0.687)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
KRR1SNVMissense_Mutationnovelc.250N>Cp.Asn84Hisp.N84HQ13601protein_codingtolerated(0.06)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
KRR1SNVMissense_Mutationnovelc.1056A>Cp.Lys352Asnp.K352NQ13601protein_codingtolerated(0.09)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KRR1SNVMissense_Mutationnovelc.352N>Tp.Asp118Tyrp.D118YQ13601protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
KRR1SNVMissense_Mutationrs751449948c.1062N>Tp.Lys354Asnp.K354NQ13601protein_codingdeleterious(0.04)possibly_damaging(0.687)TCGA-AX-A0J0-01Endometriumuterine 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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