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: ADAMTS4

Gene summary for ADAMTS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAMTS4

Gene ID

9507

Gene nameADAM metallopeptidase with thrombospondin type 1 motif 4
Gene AliasADAMTS-2
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O75173


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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
9507ADAMTS4P2T-EHumanEsophagusESCC2.28e-091.51e-010.1177
9507ADAMTS4P8T-EHumanEsophagusESCC1.10e-02-3.07e-020.0889
9507ADAMTS4P10T-EHumanEsophagusESCC2.84e-033.79e-030.116
9507ADAMTS4P16T-EHumanEsophagusESCC1.58e-101.40e-010.1153
9507ADAMTS4P21T-EHumanEsophagusESCC9.18e-051.41e-020.1617
9507ADAMTS4P24T-EHumanEsophagusESCC7.05e-047.96e-020.1287
9507ADAMTS4P52T-EHumanEsophagusESCC6.64e-215.49e-010.1555
9507ADAMTS4P56T-EHumanEsophagusESCC5.22e-091.81e+000.1613
9507ADAMTS4P76T-EHumanEsophagusESCC2.76e-021.47e-010.1207
9507ADAMTS4P80T-EHumanEsophagusESCC4.08e-118.34e-010.155
9507ADAMTS4P130T-EHumanEsophagusESCC5.21e-091.77e-010.1676
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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
∗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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
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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
ADAMTS4insertionFrame_Shift_Insnovelc.2217_2218insAp.Gly740ArgfsTer2p.G740Rfs*2O75173protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS4insertionIn_Frame_Insnovelc.2215_2216insGTAAAGGTTp.Asn739delinsSerLysGlyTyrp.N739delinsSKGYO75173protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationc.748N>Ap.Ala250Thrp.A250TO75173protein_codingdeleterious(0.05)benign(0.11)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationrs751618429c.1991G>Ap.Arg664Hisp.R664HO75173protein_codingtolerated(0.41)benign(0.006)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationc.2057G>Tp.Ser686Ilep.S686IO75173protein_codingdeleterious(0)benign(0.326)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationc.868C>Tp.Arg290Cysp.R290CO75173protein_codingdeleterious(0)possibly_damaging(0.882)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ADAMTS4SNVMissense_Mutationc.2206N>Cp.Tyr736Hisp.Y736HO75173protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationrs200924059c.694N>Ap.Ala232Thrp.A232TO75173protein_codingtolerated(0.52)benign(0.053)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationrs746213424c.1750N>Ap.Glu584Lysp.E584KO75173protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADAMTS4SNVMissense_Mutationc.634C>Tp.Arg212Cysp.R212CO75173protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-AZ-4315-01Colorectumcolon 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
9507ADAMTS4ENZYME, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASECHONDROITIN SULFATE14701864
9507ADAMTS4ENZYME, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE1607004-34-1
9507ADAMTS4ENZYME, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASEinhibitor252166754
9507ADAMTS4ENZYME, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASEUS9206139, 4
9507ADAMTS4ENZYME, DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASEUS9206139, 5
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