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: RECQL5

Gene summary for RECQL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RECQL5

Gene ID

9400

Gene nameRecQ like helicase 5
Gene AliasRECQ5
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

B3KQK2


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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
9400RECQL5LZE7THumanEsophagusESCC2.87e-022.28e-010.0667
9400RECQL5LZE24THumanEsophagusESCC5.59e-142.05e-010.0596
9400RECQL5P1T-EHumanEsophagusESCC2.84e-022.57e-010.0875
9400RECQL5P2T-EHumanEsophagusESCC4.39e-141.36e-010.1177
9400RECQL5P8T-EHumanEsophagusESCC2.37e-102.26e-010.0889
9400RECQL5P10T-EHumanEsophagusESCC1.64e-061.11e-010.116
9400RECQL5P11T-EHumanEsophagusESCC4.37e-062.59e-010.1426
9400RECQL5P12T-EHumanEsophagusESCC2.85e-081.46e-010.1122
9400RECQL5P16T-EHumanEsophagusESCC3.92e-172.12e-010.1153
9400RECQL5P17T-EHumanEsophagusESCC4.01e-021.86e-010.1278
9400RECQL5P20T-EHumanEsophagusESCC3.01e-245.12e-010.1124
9400RECQL5P21T-EHumanEsophagusESCC9.65e-061.13e-010.1617
9400RECQL5P22T-EHumanEsophagusESCC6.10e-121.45e-010.1236
9400RECQL5P23T-EHumanEsophagusESCC5.74e-061.43e-010.108
9400RECQL5P24T-EHumanEsophagusESCC1.09e-036.11e-020.1287
9400RECQL5P26T-EHumanEsophagusESCC6.35e-131.33e-010.1276
9400RECQL5P27T-EHumanEsophagusESCC3.38e-091.01e-010.1055
9400RECQL5P28T-EHumanEsophagusESCC4.22e-171.42e-010.1149
9400RECQL5P30T-EHumanEsophagusESCC8.63e-031.41e-010.137
9400RECQL5P31T-EHumanEsophagusESCC4.11e-121.61e-010.1251
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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
∗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:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
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:00513042EsophagusESCCchromosome separation64/855296/187232.61e-052.20e-0464
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:200102112EsophagusESCCnegative regulation of response to DNA damage stimulus54/855281/187231.09e-047.64e-0454
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:003424411EsophagusESCCnegative regulation of transcription elongation from RNA polymerase II promoter14/855216/187236.78e-043.56e-0314
GO:003278511EsophagusESCCnegative regulation of DNA-templated transcription, elongation15/855218/187231.20e-035.88e-0315
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
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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
RECQL5SNVMissense_Mutationrs201204572c.994N>Ap.Ala332Thrp.A332TO94762protein_codingdeleterious(0)possibly_damaging(0.448)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
RECQL5SNVMissense_Mutationc.2851N>Gp.Gln951Glup.Q951EO94762protein_codingtolerated(1)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RECQL5SNVMissense_Mutationc.1927C>Tp.Pro643Serp.P643SO94762protein_codingtolerated(0.25)benign(0.145)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RECQL5SNVMissense_Mutationc.2501N>Tp.Pro834Leup.P834LO94762protein_codingtolerated(0.35)benign(0)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RECQL5SNVMissense_Mutationc.806N>Cp.Arg269Thrp.R269TO94762protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
RECQL5SNVMissense_Mutationc.1215C>Ap.Phe405Leup.F405LO94762protein_codingdeleterious(0.02)possibly_damaging(0.686)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RECQL5insertionIn_Frame_Insnovelc.1157_1158insCTGGGGp.Arg386delinsSerTrpGlyp.R386delinsSWGO94762protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RECQL5insertionIn_Frame_Insnovelc.1155_1156insGGCCTCTGCCTTCATTTCTCCTGTCACCTTCCGGGGp.Lys385_Arg386insGlyLeuCysLeuHisPheSerCysHisLeuProGlyp.K385_R386insGLCLHFSCHLPGO94762protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RECQL5insertionFrame_Shift_Insnovelc.1642_1643insGGAGCACTCCAAGCTCTCGTTCCCTTGGp.Lys548ArgfsTer34p.K548Rfs*34O94762protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RECQL5SNVMissense_Mutationnovelc.2707N>Gp.Phe903Valp.F903VO94762protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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