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: ADAM15

Gene summary for ADAM15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADAM15

Gene ID

8751

Gene nameADAM metallopeptidase domain 15
Gene AliasMDC15
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13444


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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
8751ADAM15LZE2THumanEsophagusESCC6.19e-058.92e-010.082
8751ADAM15LZE4THumanEsophagusESCC1.49e-091.84e-010.0811
8751ADAM15LZE5THumanEsophagusESCC2.39e-082.20e-010.0514
8751ADAM15LZE7THumanEsophagusESCC3.92e-113.93e-010.0667
8751ADAM15LZE8THumanEsophagusESCC1.51e-081.12e-010.067
8751ADAM15LZE20THumanEsophagusESCC2.05e-043.22e-010.0662
8751ADAM15LZE22D1HumanEsophagusHGIN2.76e-041.32e-010.0595
8751ADAM15LZE22THumanEsophagusESCC2.18e-035.32e-010.068
8751ADAM15LZE24THumanEsophagusESCC2.88e-317.43e-010.0596
8751ADAM15LZE21THumanEsophagusESCC1.64e-075.67e-010.0655
8751ADAM15P1T-EHumanEsophagusESCC1.65e-241.11e+000.0875
8751ADAM15P2T-EHumanEsophagusESCC9.70e-337.43e-010.1177
8751ADAM15P4T-EHumanEsophagusESCC3.59e-224.17e-010.1323
8751ADAM15P5T-EHumanEsophagusESCC4.04e-326.99e-010.1327
8751ADAM15P8T-EHumanEsophagusESCC1.54e-164.70e-010.0889
8751ADAM15P9T-EHumanEsophagusESCC1.82e-204.89e-010.1131
8751ADAM15P10T-EHumanEsophagusESCC1.97e-131.77e-010.116
8751ADAM15P11T-EHumanEsophagusESCC8.50e-268.83e-010.1426
8751ADAM15P12T-EHumanEsophagusESCC8.80e-194.90e-010.1122
8751ADAM15P15T-EHumanEsophagusESCC2.37e-461.03e+000.1149
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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
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
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:007048220EsophagusHGINresponse to oxygen levels76/2587347/187232.36e-056.25e-0476
GO:190165420EsophagusHGINresponse to ketone48/2587194/187233.17e-058.12e-0448
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:003629320EsophagusHGINresponse to decreased oxygen levels70/2587322/187236.23e-051.44e-0370
GO:000166620EsophagusHGINresponse to hypoxia67/2587307/187237.82e-051.75e-0367
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:009730520EsophagusHGINresponse to alcohol54/2587253/187236.46e-048.87e-0354
GO:003209110EsophagusHGINnegative regulation of protein binding23/258794/187233.92e-033.54e-0223
GO:005110020EsophagusHGINnegative regulation of binding35/2587162/187234.32e-033.84e-0235
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:006145819EsophagusHGINreproductive system development78/2587427/187235.53e-034.52e-0278
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
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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
ADAM15SNVMissense_Mutationnovelc.481N>Ap.Gln161Lysp.Q161KQ13444protein_codingtolerated(0.2)benign(0.282)TCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ADAM15SNVMissense_Mutationnovelc.743N>Tp.Thr248Ilep.T248IQ13444protein_codingtolerated(0.11)benign(0.41)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ADAM15SNVMissense_Mutationnovelc.1792N>Gp.Leu598Valp.L598VQ13444protein_codingtolerated(0.31)possibly_damaging(0.506)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
ADAM15SNVMissense_Mutationc.1057A>Cp.Ser353Argp.S353RQ13444protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
ADAM15SNVMissense_Mutationc.2134N>Ap.Gly712Serp.G712SQ13444protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ADAM15SNVMissense_Mutationnovelc.213N>Gp.Ile71Metp.I71MQ13444protein_codingtolerated(0.09)probably_damaging(0.949)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ADAM15insertionFrame_Shift_Insnovelc.479_480insCATAACAGCCCTAp.Gln161IlefsTer66p.Q161Ifs*66Q13444protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ADAM15insertionNonsense_Mutationnovelc.686_687insGTGGCATGATCTCGGCTCACTGCAAGCTCCGCCTp.Tyr229Terp.Y229*Q13444protein_codingTCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ADAM15deletionIn_Frame_Delnovelc.1223_1225delNNNp.Cys409delp.C409delQ13444protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAM15deletionFrame_Shift_Delnovelc.505delAp.Ile169SerfsTer13p.I169Sfs*13Q13444protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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