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: RECQL4

Gene summary for RECQL4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RECQL4

Gene ID

9401

Gene nameRecQ like helicase 4
Gene AliasRECQ4
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

O94761


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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
9401RECQL4P2T-EHumanEsophagusESCC1.66e-021.27e-010.1177
9401RECQL4P5T-EHumanEsophagusESCC2.02e-061.32e-010.1327
9401RECQL4P8T-EHumanEsophagusESCC1.88e-112.90e-010.0889
9401RECQL4P9T-EHumanEsophagusESCC8.38e-031.03e-010.1131
9401RECQL4P10T-EHumanEsophagusESCC7.90e-038.28e-020.116
9401RECQL4P16T-EHumanEsophagusESCC4.31e-061.18e-010.1153
9401RECQL4P17T-EHumanEsophagusESCC4.79e-042.33e-010.1278
9401RECQL4P21T-EHumanEsophagusESCC1.88e-041.31e-010.1617
9401RECQL4P24T-EHumanEsophagusESCC1.66e-029.07e-020.1287
9401RECQL4P26T-EHumanEsophagusESCC4.12e-113.19e-010.1276
9401RECQL4P27T-EHumanEsophagusESCC3.97e-041.46e-010.1055
9401RECQL4P28T-EHumanEsophagusESCC9.35e-102.22e-010.1149
9401RECQL4P31T-EHumanEsophagusESCC1.78e-031.22e-010.1251
9401RECQL4P32T-EHumanEsophagusESCC8.40e-041.18e-010.1666
9401RECQL4P37T-EHumanEsophagusESCC2.88e-041.19e-010.1371
9401RECQL4P52T-EHumanEsophagusESCC7.98e-132.18e-010.1555
9401RECQL4P54T-EHumanEsophagusESCC1.28e-041.79e-010.0975
9401RECQL4P74T-EHumanEsophagusESCC2.69e-062.14e-010.1479
9401RECQL4P75T-EHumanEsophagusESCC8.40e-041.45e-010.1125
9401RECQL4P79T-EHumanEsophagusESCC7.90e-031.02e-010.1154
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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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00322001LiverHCCtelomere organization86/7958159/187232.06e-031.04e-0286
GO:00325081LiverHCCDNA duplex unwinding49/795884/187232.46e-031.19e-0249
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:000072316Oral cavityOSCCtelomere maintenance85/7305131/187231.72e-094.09e-0885
GO:00323925Oral cavityOSCCDNA geometric change59/730590/187233.03e-074.63e-0659
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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
RECQL4SNVMissense_Mutationnovelc.478N>Tp.Pro160Serp.P160Sprotein_codingtolerated(0.22)benign(0.068)TCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
RECQL4SNVMissense_Mutationnovelc.3331N>Cp.Glu1111Glnp.E1111Qprotein_codingdeleterious(0.04)possibly_damaging(0.908)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RECQL4SNVMissense_Mutationnovelc.1394N>Gp.Thr465Argp.T465Rprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
RECQL4SNVMissense_Mutationnovelc.2849N>Tp.Pro950Leup.P950Lprotein_codingtolerated(0.39)benign(0.105)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RECQL4SNVMissense_Mutationnovelc.2275N>Tp.Ala759Serp.A759Sprotein_codingtolerated(0.37)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RECQL4SNVMissense_Mutationc.264N>Tp.Lys88Asnp.K88Nprotein_codingtolerated(0.14)benign(0.038)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RECQL4SNVMissense_Mutationrs755425093c.1664N>Tp.Ser555Leup.S555Lprotein_codingdeleterious(0)possibly_damaging(0.668)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RECQL4SNVMissense_Mutationnovelc.2590C>Gp.Gln864Glup.Q864Eprotein_codingtolerated(0.32)benign(0.012)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RECQL4SNVMissense_Mutationc.3343G>Cp.Glu1115Glnp.E1115Qprotein_codingtolerated(0.34)benign(0.009)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RECQL4SNVMissense_Mutationnovelc.1420N>Cp.Glu474Glnp.E474Qprotein_codingtolerated(0.19)benign(0.062)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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