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: ARHGEF35

Gene summary for ARHGEF35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF35

Gene ID

445328

Gene nameRho guanine nucleotide exchange factor 35
Gene AliasARHGEF5L
Cytomap7q35
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A5YM69


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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
445328ARHGEF35LZE4THumanEsophagusESCC2.04e-027.32e-020.0811
445328ARHGEF35LZE7THumanEsophagusESCC5.26e-054.20e-010.0667
445328ARHGEF35LZE22THumanEsophagusESCC3.41e-031.96e-010.068
445328ARHGEF35LZE24THumanEsophagusESCC6.50e-091.58e-010.0596
445328ARHGEF35P2T-EHumanEsophagusESCC8.55e-056.40e-020.1177
445328ARHGEF35P4T-EHumanEsophagusESCC4.52e-122.59e-010.1323
445328ARHGEF35P5T-EHumanEsophagusESCC1.48e-046.72e-020.1327
445328ARHGEF35P8T-EHumanEsophagusESCC7.09e-119.10e-020.0889
445328ARHGEF35P9T-EHumanEsophagusESCC2.42e-143.98e-010.1131
445328ARHGEF35P10T-EHumanEsophagusESCC2.28e-091.93e-010.116
445328ARHGEF35P12T-EHumanEsophagusESCC9.81e-143.07e-010.1122
445328ARHGEF35P15T-EHumanEsophagusESCC9.88e-141.99e-010.1149
445328ARHGEF35P21T-EHumanEsophagusESCC1.12e-102.25e-010.1617
445328ARHGEF35P22T-EHumanEsophagusESCC1.04e-055.00e-020.1236
445328ARHGEF35P23T-EHumanEsophagusESCC2.36e-067.71e-020.108
445328ARHGEF35P26T-EHumanEsophagusESCC6.84e-071.10e-010.1276
445328ARHGEF35P28T-EHumanEsophagusESCC6.34e-507.62e-010.1149
445328ARHGEF35P30T-EHumanEsophagusESCC8.26e-146.14e-010.137
445328ARHGEF35P31T-EHumanEsophagusESCC9.71e-203.40e-010.1251
445328ARHGEF35P32T-EHumanEsophagusESCC6.60e-122.57e-010.1666
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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
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
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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
ARHGEF35SNVMissense_Mutationnovelc.241N>Cp.Glu81Glnp.E81QA5YM69protein_codingdeleterious(0.02)possibly_damaging(0.515)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ARHGEF35SNVMissense_Mutationnovelc.671N>Tp.Pro224Leup.P224LA5YM69protein_codingtolerated(0.71)benign(0.006)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ARHGEF35SNVMissense_Mutationc.1391C>Ap.Ser464Tyrp.S464YA5YM69protein_codingdeleterious(0)probably_damaging(0.959)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF35SNVMissense_Mutationrs553072768c.1285N>Ap.Val429Metp.V429MA5YM69protein_codingtolerated(1)benign(0.01)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ARHGEF35SNVMissense_Mutationnovelc.1019C>Tp.Ser340Phep.S340FA5YM69protein_codingdeleterious(0.01)benign(0.358)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ARHGEF35SNVMissense_Mutationnovelc.1273G>Ap.Ala425Thrp.A425TA5YM69protein_codingtolerated(0.44)benign(0.006)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ARHGEF35SNVMissense_Mutationnovelc.841N>Tp.Asp281Tyrp.D281YA5YM69protein_codingdeleterious(0)possibly_damaging(0.629)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ARHGEF35SNVMissense_Mutationc.1098G>Tp.Glu366Aspp.E366DA5YM69protein_codingtolerated(0.15)benign(0.041)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
ARHGEF35SNVMissense_Mutationrs553072768c.1285N>Ap.Val429Metp.V429MA5YM69protein_codingtolerated(1)benign(0.01)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ARHGEF35SNVMissense_Mutationc.1259A>Gp.Asp420Glyp.D420GA5YM69protein_codingdeleterious(0.01)possibly_damaging(0.59)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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