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: HELQ

Gene summary for HELQ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HELQ

Gene ID

113510

Gene namehelicase, POLQ like
Gene AliasHEL308
Cytomap4q21.23
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q8TDG4


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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
113510HELQLZE4THumanEsophagusESCC4.04e-051.15e-010.0811
113510HELQLZE24THumanEsophagusESCC6.80e-101.19e-010.0596
113510HELQP1T-EHumanEsophagusESCC2.42e-031.85e-010.0875
113510HELQP2T-EHumanEsophagusESCC2.88e-253.10e-010.1177
113510HELQP4T-EHumanEsophagusESCC2.48e-102.23e-010.1323
113510HELQP5T-EHumanEsophagusESCC1.98e-044.61e-020.1327
113510HELQP8T-EHumanEsophagusESCC2.83e-111.02e-010.0889
113510HELQP9T-EHumanEsophagusESCC4.25e-048.44e-020.1131
113510HELQP10T-EHumanEsophagusESCC1.11e-131.54e-010.116
113510HELQP11T-EHumanEsophagusESCC1.81e-042.71e-010.1426
113510HELQP12T-EHumanEsophagusESCC3.29e-102.16e-010.1122
113510HELQP15T-EHumanEsophagusESCC6.84e-051.49e-010.1149
113510HELQP16T-EHumanEsophagusESCC1.73e-152.17e-010.1153
113510HELQP20T-EHumanEsophagusESCC6.65e-047.70e-020.1124
113510HELQP21T-EHumanEsophagusESCC2.54e-069.14e-020.1617
113510HELQP22T-EHumanEsophagusESCC8.20e-111.40e-010.1236
113510HELQP23T-EHumanEsophagusESCC1.82e-061.41e-010.108
113510HELQP24T-EHumanEsophagusESCC3.29e-088.88e-020.1287
113510HELQP26T-EHumanEsophagusESCC6.46e-213.66e-010.1276
113510HELQP27T-EHumanEsophagusESCC5.21e-161.59e-010.1055
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
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: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
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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
HELQSNVMissense_Mutationc.2312A>Cp.Asp771Alap.D771AQ8TDG4protein_codingtolerated(0.5)benign(0.003)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HELQSNVMissense_Mutationc.358N>Gp.Ile120Valp.I120VQ8TDG4protein_codingdeleterious_low_confidence(0.02)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HELQSNVMissense_Mutationc.1805N>Ap.Ser602Asnp.S602NQ8TDG4protein_codingtolerated(0.52)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HELQSNVMissense_Mutationrs148996864c.2503C>Tp.Arg835Cysp.R835CQ8TDG4protein_codingdeleterious(0.02)benign(0.037)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELQSNVMissense_Mutationc.1208G>Cp.Ser403Thrp.S403TQ8TDG4protein_codingtolerated(0.12)benign(0.007)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELQSNVMissense_Mutationc.1784N>Gp.Glu595Glyp.E595GQ8TDG4protein_codingtolerated(0.27)benign(0.003)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HELQSNVMissense_Mutationnovelc.92C>Ap.Ala31Glup.A31EQ8TDG4protein_codingtolerated_low_confidence(0.39)benign(0.005)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
HELQSNVMissense_Mutationrs749332346c.3139N>Ap.Val1047Ilep.V1047IQ8TDG4protein_codingtolerated(0.6)benign(0.003)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
HELQSNVMissense_Mutationc.1788N>Ap.Met596Ilep.M596IQ8TDG4protein_codingdeleterious(0.01)benign(0.184)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HELQSNVMissense_Mutationc.2401N>Ap.Glu801Lysp.E801KQ8TDG4protein_codingtolerated(0.14)benign(0.003)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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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