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: QRICH1

Gene summary for QRICH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QRICH1

Gene ID

54870

Gene nameglutamine rich 1
Gene AliasAB-DIP
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A1L3Z9


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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
54870QRICH1LZE4THumanEsophagusESCC1.55e-101.12e-010.0811
54870QRICH1LZE7THumanEsophagusESCC1.73e-042.41e-010.0667
54870QRICH1LZE20THumanEsophagusESCC1.25e-044.31e-020.0662
54870QRICH1LZE24THumanEsophagusESCC2.84e-132.75e-010.0596
54870QRICH1LZE21THumanEsophagusESCC8.89e-039.63e-020.0655
54870QRICH1P1T-EHumanEsophagusESCC3.44e-032.38e-010.0875
54870QRICH1P2T-EHumanEsophagusESCC4.03e-233.16e-010.1177
54870QRICH1P4T-EHumanEsophagusESCC2.34e-213.66e-010.1323
54870QRICH1P5T-EHumanEsophagusESCC1.58e-061.18e-010.1327
54870QRICH1P8T-EHumanEsophagusESCC3.13e-102.05e-010.0889
54870QRICH1P9T-EHumanEsophagusESCC4.15e-142.10e-010.1131
54870QRICH1P10T-EHumanEsophagusESCC1.55e-162.13e-010.116
54870QRICH1P11T-EHumanEsophagusESCC1.22e-113.92e-010.1426
54870QRICH1P12T-EHumanEsophagusESCC1.08e-234.59e-010.1122
54870QRICH1P15T-EHumanEsophagusESCC1.06e-152.66e-010.1149
54870QRICH1P16T-EHumanEsophagusESCC5.11e-213.21e-010.1153
54870QRICH1P19T-EHumanEsophagusESCC3.19e-062.35e-010.1662
54870QRICH1P20T-EHumanEsophagusESCC7.91e-202.53e-010.1124
54870QRICH1P21T-EHumanEsophagusESCC2.72e-223.01e-010.1617
54870QRICH1P22T-EHumanEsophagusESCC5.55e-162.15e-010.1236
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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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:0070059111EsophagusESCCintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress50/855263/187234.37e-087.96e-0750
GO:000698416EsophagusESCCER-nucleus signaling pathway38/855246/187232.70e-074.00e-0638
GO:014046713EsophagusESCCintegrated stress response signaling18/855222/187235.69e-043.10e-0318
GO:003649913EsophagusESCCPERK-mediated unfolded protein response15/855218/187231.20e-035.88e-0315
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
GO:00346207LiverCirrhoticcellular response to unfolded protein54/463496/187234.16e-112.42e-0954
GO:00309686LiverCirrhoticendoplasmic reticulum unfolded protein response43/463474/187239.86e-104.48e-0843
GO:00069844LiverCirrhoticER-nucleus signaling pathway29/463446/187234.23e-081.36e-0629
GO:0140467LiverCirrhoticintegrated stress response signaling15/463422/187232.14e-052.81e-0415
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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
QRICH1SNVMissense_Mutationc.1813G>Cp.Glu605Glnp.E605QQ2TAL8protein_codingdeleterious(0)possibly_damaging(0.596)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
QRICH1SNVMissense_Mutationc.1579G>Ap.Gly527Argp.G527RQ2TAL8protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
QRICH1SNVMissense_Mutationc.1711N>Tp.Asp571Tyrp.D571YQ2TAL8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
QRICH1insertionIn_Frame_Insnovelc.241_242insTGAGCCACCACGCCCAGCCTTGTTTTGTCTTTGp.Thr81delinsMetSerHisHisAlaGlnProCysPheValPheAlap.T81delinsMSHHAQPCFVFAQ2TAL8protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
QRICH1deletionFrame_Shift_Delnovelc.349delNp.Ala117LeufsTer129p.A117Lfs*129Q2TAL8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
QRICH1SNVMissense_Mutationnovelc.846G>Cp.Leu282Phep.L282FQ2TAL8protein_codingdeleterious(0)probably_damaging(0.946)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
QRICH1SNVMissense_Mutationrs376240203c.713N>Tp.Thr238Metp.T238MQ2TAL8protein_codingdeleterious(0.02)benign(0.067)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
QRICH1SNVMissense_Mutationnovelc.1337N>Tp.Ser446Leup.S446LQ2TAL8protein_codingtolerated(0.45)benign(0.001)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
QRICH1SNVMissense_Mutationc.103N>Tp.Ala35Serp.A35SQ2TAL8protein_codingtolerated(0.29)probably_damaging(0.968)TCGA-AA-3673-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
QRICH1SNVMissense_Mutationc.299N>Cp.Gln100Prop.Q100PQ2TAL8protein_codingtolerated(0.13)possibly_damaging(0.84)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=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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