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: ADIPOR2

Gene summary for ADIPOR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADIPOR2

Gene ID

79602

Gene nameadiponectin receptor 2
Gene AliasACDCR2
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q86V24


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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
79602ADIPOR2CCI_2HumanCervixCC5.93e-091.06e+000.5249
79602ADIPOR2CCI_3HumanCervixCC7.87e-141.10e+000.516
79602ADIPOR2HTA11_3410_2000001011HumanColorectumAD1.14e-05-3.73e-010.0155
79602ADIPOR2HTA11_866_3004761011HumanColorectumAD8.13e-05-3.86e-010.096
79602ADIPOR2HTA11_99999970781_79442HumanColorectumMSS2.46e-02-1.95e-010.294
79602ADIPOR2HTA11_99999974143_84620HumanColorectumMSS1.13e-10-4.29e-010.3005
79602ADIPOR2A002-C-010HumanColorectumFAP8.71e-03-2.42e-010.242
79602ADIPOR2A001-C-207HumanColorectumFAP2.09e-04-3.46e-010.1278
79602ADIPOR2A015-C-203HumanColorectumFAP7.42e-25-4.89e-01-0.1294
79602ADIPOR2A015-C-204HumanColorectumFAP1.11e-04-3.60e-01-0.0228
79602ADIPOR2A014-C-040HumanColorectumFAP5.76e-04-5.31e-01-0.1184
79602ADIPOR2A002-C-201HumanColorectumFAP8.56e-12-4.06e-010.0324
79602ADIPOR2A002-C-203HumanColorectumFAP2.59e-15-3.62e-010.2786
79602ADIPOR2A001-C-119HumanColorectumFAP9.55e-08-3.71e-01-0.1557
79602ADIPOR2A001-C-108HumanColorectumFAP7.28e-21-4.90e-01-0.0272
79602ADIPOR2A002-C-205HumanColorectumFAP1.58e-23-6.05e-01-0.1236
79602ADIPOR2A014-C-108HumanColorectumFAP3.65e-04-4.52e-01-0.124
79602ADIPOR2A001-C-104HumanColorectumFAP4.68e-09-4.02e-010.0184
79602ADIPOR2A015-C-005HumanColorectumFAP2.73e-09-4.70e-01-0.0336
79602ADIPOR2A015-C-006HumanColorectumFAP4.08e-13-4.91e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:00022379CervixCCresponse to molecule of bacterial origin78/2311363/187235.55e-072.06e-0578
GO:00324969CervixCCresponse to lipopolysaccharide74/2311343/187239.15e-073.25e-0574
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00512713CervixCCnegative regulation of cellular component movement73/2311367/187232.22e-053.95e-0473
GO:00400133CervixCCnegative regulation of locomotion76/2311391/187233.47e-055.60e-0476
GO:20001463CervixCCnegative regulation of cell motility71/2311359/187233.47e-055.60e-0471
GO:00303363CervixCCnegative regulation of cell migration68/2311344/187235.11e-057.70e-0468
GO:000974310CervixCCresponse to carbohydrate53/2311253/187237.02e-059.85e-0453
GO:00075654CervixCCfemale pregnancy43/2311193/187237.62e-051.04e-0343
GO:003428410CervixCCresponse to monosaccharide48/2311225/187239.48e-051.25e-0348
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:000974610CervixCCresponse to hexose45/2311219/187233.73e-043.86e-0345
GO:00447064CervixCCmulti-multicellular organism process45/2311220/187234.14e-044.21e-0345
GO:00425939CervixCCglucose homeostasis50/2311258/187237.57e-046.76e-0350
GO:00335009CervixCCcarbohydrate homeostasis50/2311259/187238.28e-047.22e-0350
GO:00094109CervixCCresponse to xenobiotic stimulus78/2311462/187232.39e-031.70e-0278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493218CervixCCNon-alcoholic fatty liver disease58/1267155/84653.58e-121.05e-106.23e-1158
hsa0493219CervixCCNon-alcoholic fatty liver disease58/1267155/84653.58e-121.05e-106.23e-1158
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa042111ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa049324ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa042112ColorectumMSSLongevity regulating pathway33/187589/84659.33e-045.58e-033.42e-0333
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa049325ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa042113ColorectumMSSLongevity regulating pathway33/187589/84659.33e-045.58e-033.42e-0333
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa049328ColorectumFAPNon-alcoholic fatty liver disease54/1404155/84651.98e-086.20e-073.77e-0754
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa042114ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa049329ColorectumFAPNon-alcoholic fatty liver disease54/1404155/84651.98e-086.20e-073.77e-0754
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa042115ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa042116ColorectumCRCLongevity regulating pathway20/109189/84658.36e-033.93e-022.66e-0220
hsa042117ColorectumCRCLongevity regulating pathway20/109189/84658.36e-033.93e-022.66e-0220
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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
ADIPOQADIPOR2ADIPOQ_ADIPOR2ADIPONECTINCRCADJ
ADIPOQADIPOR2ADIPOQ_ADIPOR2ADIPONECTINCRCFAP
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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
ADIPOR2SNVMissense_Mutationc.817N>Ap.Gln273Lysp.Q273KQ86V24protein_codingtolerated(1)benign(0.006)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADIPOR2SNVMissense_Mutationnovelc.805N>Cp.Phe269Leup.F269LQ86V24protein_codingdeleterious(0)probably_damaging(0.992)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ADIPOR2SNVMissense_Mutationc.163N>Gp.His55Aspp.H55DQ86V24protein_codingtolerated(0.43)benign(0.013)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ADIPOR2SNVMissense_Mutationc.916N>Ap.Ala306Thrp.A306TQ86V24protein_codingtolerated(0.58)benign(0.01)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ADIPOR2SNVMissense_Mutationc.589T>Cp.Phe197Leup.F197LQ86V24protein_codingtolerated(0.21)benign(0.267)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADIPOR2SNVMissense_Mutationnovelc.446N>Cp.Ile149Thrp.I149TQ86V24protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ADIPOR2SNVMissense_Mutationc.916G>Ap.Ala306Thrp.A306TQ86V24protein_codingtolerated(0.58)benign(0.01)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
ADIPOR2SNVMissense_Mutationc.1132G>Ap.Gly378Argp.G378RQ86V24protein_codingdeleterious(0)benign(0.097)TCGA-G4-6310-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fuSD
ADIPOR2SNVMissense_Mutationc.397N>Tp.Arg133Trpp.R133WQ86V24protein_codingtolerated(0.14)benign(0.029)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ADIPOR2SNVMissense_Mutationrs777599853c.1000N>Ap.Glu334Lysp.E334KQ86V24protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum 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
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