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
445328ARHGEF35P91T-EHumanEsophagusESCC1.57e-044.88e-010.1828
445328ARHGEF35P107T-EHumanEsophagusESCC1.23e-153.22e-010.171
445328ARHGEF35P126T-EHumanEsophagusESCC5.51e-054.26e-010.1125
445328ARHGEF35P127T-EHumanEsophagusESCC4.73e-153.05e-010.0826
445328ARHGEF35P128T-EHumanEsophagusESCC2.04e-103.66e-010.1241
445328ARHGEF35P130T-EHumanEsophagusESCC3.36e-081.97e-010.1676
445328ARHGEF35C04HumanOral cavityOSCC3.56e-118.32e-010.2633
445328ARHGEF35C21HumanOral cavityOSCC3.26e-166.01e-010.2678
445328ARHGEF35C30HumanOral cavityOSCC2.66e-331.81e+000.3055
445328ARHGEF35C38HumanOral cavityOSCC1.17e-037.40e-010.172
445328ARHGEF35C43HumanOral cavityOSCC1.73e-021.73e-010.1704
445328ARHGEF35C46HumanOral cavityOSCC1.40e-104.62e-010.1673
445328ARHGEF35C51HumanOral cavityOSCC1.73e-065.37e-010.2674
445328ARHGEF35C57HumanOral cavityOSCC1.40e-104.90e-010.1679
445328ARHGEF35C06HumanOral cavityOSCC1.09e-061.25e+000.2699
445328ARHGEF35C08HumanOral cavityOSCC2.71e-661.27e+000.1919
445328ARHGEF35C09HumanOral cavityOSCC2.43e-042.97e-010.1431
445328ARHGEF35LN46HumanOral cavityOSCC9.13e-116.73e-010.1666
445328ARHGEF35SYSMH1HumanOral cavityOSCC3.92e-195.38e-010.1127
445328ARHGEF35SYSMH2HumanOral cavityOSCC4.62e-308.74e-010.2326
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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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