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: ARL4C

Gene summary for ARL4C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARL4C

Gene ID

10123

Gene nameADP ribosylation factor like GTPase 4C
Gene AliasARL7
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P56559


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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
10123ARL4CLZE2THumanEsophagusESCC9.84e-03-5.83e-010.082
10123ARL4CLZE4THumanEsophagusESCC1.02e-13-4.47e-010.0811
10123ARL4CLZE5THumanEsophagusESCC9.02e-07-6.10e-010.0514
10123ARL4CLZE7THumanEsophagusESCC1.50e-08-5.44e-020.0667
10123ARL4CLZE8THumanEsophagusESCC5.27e-10-5.40e-010.067
10123ARL4CLZE22D1HumanEsophagusHGIN1.77e-05-7.08e-010.0595
10123ARL4CLZE22THumanEsophagusESCC2.35e-05-5.31e-010.068
10123ARL4CLZE24THumanEsophagusESCC2.97e-19-5.91e-010.0596
10123ARL4CLZE21THumanEsophagusESCC8.25e-06-4.37e-010.0655
10123ARL4CLZE6THumanEsophagusESCC3.76e-03-5.08e-010.0845
10123ARL4CP1T-EHumanEsophagusESCC6.70e-07-4.05e-010.0875
10123ARL4CP2T-EHumanEsophagusESCC1.15e-17-2.69e-010.1177
10123ARL4CP4T-EHumanEsophagusESCC1.03e-22-1.73e-010.1323
10123ARL4CP5T-EHumanEsophagusESCC7.02e-19-2.79e-010.1327
10123ARL4CP8T-EHumanEsophagusESCC1.83e-11-1.66e-010.0889
10123ARL4CP9T-EHumanEsophagusESCC1.96e-09-3.89e-010.1131
10123ARL4CP10T-EHumanEsophagusESCC5.23e-082.87e-020.116
10123ARL4CP15T-EHumanEsophagusESCC1.32e-031.56e-010.1149
10123ARL4CP16T-EHumanEsophagusESCC5.87e-32-5.46e-010.1153
10123ARL4CP17T-EHumanEsophagusESCC1.65e-04-6.17e-010.1278
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00988769Oral cavityOSCCvesicle-mediated transport to the plasma membrane79/7305136/187234.93e-065.58e-0579
GO:001619714Oral cavityLPendosomal transport98/4623230/187231.65e-097.50e-0898
GO:009887614Oral cavityLPvesicle-mediated transport to the plasma membrane53/4623136/187231.54e-041.76e-0353
GO:00324564Oral cavityLPendocytic recycling28/462373/187236.61e-033.86e-0228
GO:00988768ProstateBPHvesicle-mediated transport to the plasma membrane43/3107136/187231.11e-051.51e-0443
GO:00161978ProstateBPHendosomal transport62/3107230/187234.54e-054.77e-0462
GO:00324563ProstateBPHendocytic recycling21/310773/187236.45e-032.91e-0221
GO:009887613ProstateTumorvesicle-mediated transport to the plasma membrane42/3246136/187237.47e-057.84e-0442
GO:001619713ProstateTumorendosomal transport62/3246230/187231.65e-041.47e-0362
GO:001619716SkinAKendosomal transport41/1910230/187232.76e-042.93e-0341
GO:009887616SkinAKvesicle-mediated transport to the plasma membrane23/1910136/187231.05e-024.96e-0223
GO:001619717SkincSCCendosomal transport98/4864230/187232.71e-087.41e-0798
GO:009887617SkincSCCvesicle-mediated transport to the plasma membrane59/4864136/187237.60e-061.04e-0459
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
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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
ARL4CSNVMissense_Mutationnovelc.83N>Ap.Thr28Lysp.T28KP56559protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationnovelc.364N>Ap.Leu122Metp.L122MP56559protein_codingdeleterious(0)probably_damaging(0.945)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
ARL4CSNVMissense_Mutationnovelc.559N>Gp.Lys187Glup.K187EP56559protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationnovelc.88N>Tp.Leu30Phep.L30FP56559protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationnovelc.323N>Cp.Leu108Prop.L108PP56559protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationnovelc.584A>Gp.Asp195Glyp.D195GP56559protein_codingtolerated_low_confidence(0.1)benign(0.001)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationc.407N>Tp.Pro136Leup.P136LP56559protein_codingdeleterious(0.03)benign(0.089)TCGA-49-AARQ-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARL4CSNVMissense_Mutationnovelc.367N>Gp.Leu123Valp.L123VP56559protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-94-8491-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapyunknownPD
ARL4CSNVMissense_Mutationnovelc.421N>Ap.Glu141Lysp.E141KP56559protein_codingtolerated(0.24)possibly_damaging(0.672)TCGA-P3-A6T3-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
ARL4CSNVMissense_Mutationc.434C>Tp.Ala145Valp.A145VP56559protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-BR-7851-01Stomachstomach adenocarcinomaMale>=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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