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: HELLS

Gene summary for HELLS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HELLS

Gene ID

3070

Gene namehelicase, lymphoid specific
Gene AliasICF4
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

A0A0B4J1V9


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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
3070HELLSLZE7THumanEsophagusESCC6.76e-104.57e-010.0667
3070HELLSLZE22THumanEsophagusESCC9.88e-053.81e-010.068
3070HELLSLZE24THumanEsophagusESCC9.14e-041.64e-010.0596
3070HELLSP1T-EHumanEsophagusESCC1.91e-065.51e-010.0875
3070HELLSP2T-EHumanEsophagusESCC1.76e-441.05e+000.1177
3070HELLSP4T-EHumanEsophagusESCC1.31e-206.29e-010.1323
3070HELLSP5T-EHumanEsophagusESCC2.16e-174.43e-010.1327
3070HELLSP8T-EHumanEsophagusESCC3.93e-124.74e-010.0889
3070HELLSP9T-EHumanEsophagusESCC7.07e-061.35e-010.1131
3070HELLSP10T-EHumanEsophagusESCC1.01e-092.65e-010.116
3070HELLSP11T-EHumanEsophagusESCC1.53e-022.74e-010.1426
3070HELLSP12T-EHumanEsophagusESCC3.71e-123.85e-010.1122
3070HELLSP15T-EHumanEsophagusESCC1.21e-082.45e-010.1149
3070HELLSP16T-EHumanEsophagusESCC3.93e-174.10e-010.1153
3070HELLSP17T-EHumanEsophagusESCC3.62e-083.81e-010.1278
3070HELLSP19T-EHumanEsophagusESCC9.54e-032.16e-010.1662
3070HELLSP20T-EHumanEsophagusESCC7.16e-031.62e-010.1124
3070HELLSP21T-EHumanEsophagusESCC1.31e-041.96e-010.1617
3070HELLSP22T-EHumanEsophagusESCC1.54e-072.19e-010.1236
3070HELLSP23T-EHumanEsophagusESCC1.44e-063.09e-010.108
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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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00345081EsophagusESCCcentromere complex assembly25/855230/187232.45e-052.09e-0425
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:00708281EsophagusESCCheterochromatin organization31/855246/187232.42e-031.06e-0231
GO:0031055EsophagusESCCchromatin remodeling at centromere9/855210/187235.09e-031.92e-029
GO:0045814EsophagusESCCnegative regulation of gene expression, epigenetic32/855250/187236.90e-032.52e-0232
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
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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
HELLSSNVMissense_Mutationc.671N>Ap.Arg224Glnp.R224Qprotein_codingdeleterious(0)possibly_damaging(0.834)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationc.2345N>Tp.Ala782Valp.A782Vprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationnovelc.151N>Cp.Lys51Glnp.K51Qprotein_codingtolerated(0.15)benign(0.031)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationnovelc.1084N>Gp.Met362Valp.M362Vprotein_codingdeleterious(0.02)benign(0.09)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationnovelc.1801N>Ap.Glu601Lysp.E601Kprotein_codingtolerated(0.4)benign(0.389)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
HELLSSNVMissense_Mutationc.2546N>Ap.Arg849Glnp.R849Qprotein_codingdeleterious(0)benign(0.292)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
HELLSSNVMissense_Mutationnovelc.288N>Cp.Lys96Asnp.K96Nprotein_codingdeleterious(0.02)possibly_damaging(0.877)TCGA-ZJ-AAXI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationc.2300N>Ap.Arg767Hisp.R767Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HELLSSNVMissense_Mutationrs772237527c.2126N>Tp.Thr709Metp.T709Mprotein_codingtolerated(0.12)benign(0.02)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HELLSSNVMissense_Mutationnovelc.295N>Cp.Lys99Glnp.K99Qprotein_codingtolerated(0.17)possibly_damaging(0.691)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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