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: DLC1

Gene summary for DLC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLC1

Gene ID

10395

Gene nameDLC1 Rho GTPase activating protein
Gene AliasARHGAP7
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A8K119


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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
10395DLC1P5T-EHumanEsophagusESCC1.53e-031.66e-010.1327
10395DLC1P8T-EHumanEsophagusESCC4.92e-027.89e-020.0889
10395DLC1P9T-EHumanEsophagusESCC1.30e-052.74e-010.1131
10395DLC1P10T-EHumanEsophagusESCC1.15e-102.17e-010.116
10395DLC1P11T-EHumanEsophagusESCC2.98e-156.93e-010.1426
10395DLC1P16T-EHumanEsophagusESCC2.26e-036.17e-020.1153
10395DLC1P19T-EHumanEsophagusESCC2.29e-078.23e-010.1662
10395DLC1P22T-EHumanEsophagusESCC7.33e-046.40e-020.1236
10395DLC1P24T-EHumanEsophagusESCC7.37e-052.48e-010.1287
10395DLC1P28T-EHumanEsophagusESCC1.44e-025.81e-020.1149
10395DLC1P42T-EHumanEsophagusESCC3.16e-032.56e-010.1175
10395DLC1P44T-EHumanEsophagusESCC2.68e-052.06e-010.1096
10395DLC1P47T-EHumanEsophagusESCC2.47e-051.08e-010.1067
10395DLC1P52T-EHumanEsophagusESCC3.67e-021.43e-010.1555
10395DLC1P57T-EHumanEsophagusESCC4.18e-021.26e-010.0926
10395DLC1P75T-EHumanEsophagusESCC2.08e-081.28e-010.1125
10395DLC1P76T-EHumanEsophagusESCC7.10e-067.86e-020.1207
10395DLC1P79T-EHumanEsophagusESCC1.85e-026.70e-020.1154
10395DLC1P89T-EHumanEsophagusESCC6.03e-057.21e-010.1752
10395DLC1P130T-EHumanEsophagusESCC5.53e-034.14e-020.1676
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:000701512LiverCirrhoticactin filament organization171/4634442/187233.93e-112.30e-09171
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:190290312LiverCirrhoticregulation of supramolecular fiber organization148/4634383/187238.85e-104.08e-08148
GO:003297012LiverCirrhoticregulation of actin filament-based process152/4634397/187231.12e-095.00e-08152
GO:00432817LiverCirrhoticregulation of cysteine-type endopeptidase activity involved in apoptotic process91/4634209/187231.91e-097.98e-0891
GO:003295612LiverCirrhoticregulation of actin cytoskeleton organization136/4634358/187231.47e-085.49e-07136
GO:20001167LiverCirrhoticregulation of cysteine-type endopeptidase activity97/4634235/187231.61e-085.99e-0797
GO:015011512LiverCirrhoticcell-substrate junction organization51/4634101/187232.08e-087.47e-0751
GO:000836012LiverCirrhoticregulation of cell shape69/4634154/187234.21e-081.36e-0669
GO:005101712LiverCirrhoticactin filament bundle assembly69/4634157/187231.06e-073.05e-0669
GO:011005312LiverCirrhoticregulation of actin filament organization108/4634278/187231.17e-073.32e-06108
GO:006157212LiverCirrhoticactin filament bundle organization70/4634161/187231.44e-073.87e-0670
GO:015011612LiverCirrhoticregulation of cell-substrate junction organization38/463471/187231.84e-074.82e-0638
GO:00109527LiverCirrhoticpositive regulation of peptidase activity81/4634197/187232.89e-077.03e-0681
GO:001081012LiverCirrhoticregulation of cell-substrate adhesion88/4634221/187234.89e-071.10e-0588
GO:000704412LiverCirrhoticcell-substrate junction assembly46/463495/187234.89e-071.10e-0546
GO:00106397LiverCirrhoticnegative regulation of organelle organization124/4634348/187233.20e-065.60e-05124
GO:003158912LiverCirrhoticcell-substrate adhesion128/4634363/187234.10e-066.90e-05128
GO:000195211LiverCirrhoticregulation of cell-matrix adhesion55/4634128/187234.64e-067.65e-0555
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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
DLC1SNVMissense_Mutationc.2960N>Cp.Gly987Alap.G987AQ96QB1protein_codingdeleterious(0)possibly_damaging(0.449)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DLC1SNVMissense_Mutationrs773001160c.1724G>Ap.Gly575Aspp.G575DQ96QB1protein_codingdeleterious(0.04)benign(0.018)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
DLC1SNVMissense_Mutationrs762750959c.1723G>Ap.Gly575Serp.G575SQ96QB1protein_codingtolerated(0.28)benign(0)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
DLC1SNVMissense_Mutationc.2533N>Ap.Gly845Serp.G845SQ96QB1protein_codingtolerated(0.11)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLC1SNVMissense_Mutationnovelc.4058N>Gp.Glu1353Glyp.E1353GQ96QB1protein_codingdeleterious(0)benign(0.41)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLC1SNVMissense_Mutationc.3983N>Tp.Cys1328Phep.C1328FQ96QB1protein_codingtolerated(0.15)possibly_damaging(0.803)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
DLC1SNVMissense_Mutationc.305C>Ap.Ala102Aspp.A102DQ96QB1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.905)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DLC1SNVMissense_Mutationc.3205N>Cp.Asp1069Hisp.D1069HQ96QB1protein_codingdeleterious(0)benign(0.354)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLC1SNVMissense_Mutationc.2882N>Ap.Pro961Hisp.P961HQ96QB1protein_codingdeleterious(0.02)possibly_damaging(0.525)TCGA-D8-A1JF-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DLC1SNVMissense_Mutationrs745492706c.878N>Ap.Gly293Aspp.G293DQ96QB1protein_codingtolerated_low_confidence(0.35)benign(0.001)TCGA-D8-A1XF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
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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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