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: HCAR2

Gene summary for HCAR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HCAR2

Gene ID

338442

Gene namehydroxycarboxylic acid receptor 2
Gene AliasGPR109A
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0001776

UniProtAcc

Q8TDS4


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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
338442HCAR2LZE8THumanEsophagusESCC3.25e-094.57e-010.067
338442HCAR2LZE20THumanEsophagusESCC9.52e-063.73e-010.0662
338442HCAR2LZE21THumanEsophagusESCC1.88e-099.59e-010.0655
338442HCAR2P1T-EHumanEsophagusESCC6.33e-079.94e-010.0875
338442HCAR2P2T-EHumanEsophagusESCC5.50e-157.39e-010.1177
338442HCAR2P4T-EHumanEsophagusESCC1.43e-199.44e-010.1323
338442HCAR2P5T-EHumanEsophagusESCC2.93e-197.02e-010.1327
338442HCAR2P8T-EHumanEsophagusESCC5.97e-491.56e+000.0889
338442HCAR2P9T-EHumanEsophagusESCC3.79e-032.91e-010.1131
338442HCAR2P10T-EHumanEsophagusESCC7.09e-041.17e-010.116
338442HCAR2P11T-EHumanEsophagusESCC2.05e-131.87e+000.1426
338442HCAR2P12T-EHumanEsophagusESCC3.86e-389.59e-010.1122
338442HCAR2P15T-EHumanEsophagusESCC3.19e-053.24e-010.1149
338442HCAR2P20T-EHumanEsophagusESCC3.99e-261.51e+000.1124
338442HCAR2P21T-EHumanEsophagusESCC1.63e-521.86e+000.1617
338442HCAR2P22T-EHumanEsophagusESCC1.22e-157.34e-010.1236
338442HCAR2P23T-EHumanEsophagusESCC1.54e-231.91e+000.108
338442HCAR2P24T-EHumanEsophagusESCC5.64e-067.48e-010.1287
338442HCAR2P26T-EHumanEsophagusESCC3.71e-761.91e+000.1276
338442HCAR2P27T-EHumanEsophagusESCC2.74e-309.85e-010.1055
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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
∗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:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:005071416EsophagusESCCpositive regulation of protein secretion76/8552137/187231.32e-024.31e-0276
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:000989519Oral cavityOSCCnegative regulation of catabolic process180/7305320/187232.44e-106.86e-09180
GO:000226220Oral cavityOSCCmyeloid cell homeostasis98/7305157/187232.29e-095.34e-0898
GO:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
GO:0071887Oral cavityOSCCleukocyte apoptotic process60/7305106/187231.78e-041.21e-0360
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
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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
HCAR2SNVMissense_Mutationc.121N>Cp.Gly41Argp.G41RQ8TDS4protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0WW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HCAR2SNVMissense_Mutationrs201097098c.757N>Tp.Arg253Cysp.R253CQ8TDS4protein_codingtolerated(0.17)possibly_damaging(0.806)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HCAR2insertionNonsense_Mutationnovelc.544_545insAACTACTCCACACTGCAAAGTAAGAAAGAGACACAGACACTGAGCp.Ile182delinsLysLeuLeuHisThrAlaLysTerGluArgAspThrAspThrGluLeup.I182delinsKLLHTAK*ERDTDTELQ8TDS4protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
HCAR2insertionFrame_Shift_Insnovelc.65_66insGAGAAACAGTTGGGCTGTTGCATCGAGTp.Asp23ArgfsTer11p.D23Rfs*11Q8TDS4protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
HCAR2SNVMissense_Mutationrs769715682c.665N>Ap.Arg222Glnp.R222QQ8TDS4protein_codingtolerated(0.2)benign(0.312)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HCAR2SNVMissense_Mutationc.812C>Gp.Ser271Trpp.S271WQ8TDS4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HCAR2SNVMissense_Mutationc.185N>Ap.Ser62Asnp.S62NQ8TDS4protein_codingtolerated(0.23)benign(0.23)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HCAR2SNVMissense_Mutationc.733N>Tp.Leu245Phep.L245FQ8TDS4protein_codingtolerated(0.22)possibly_damaging(0.588)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HCAR2SNVMissense_Mutationc.139N>Tp.Leu47Phep.L47FQ8TDS4protein_codingtolerated(0.11)possibly_damaging(0.612)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HCAR2SNVMissense_Mutationc.781N>Gp.Ser261Alap.S261AQ8TDS4protein_codingtolerated(0.88)benign(0.001)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASENIACIN RECEPTOR AGONIST
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASENIACINNIACIN25737085
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEMK-0354CHEMBL456145
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEagonist178102416
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEallosteric modulator178102419
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEagonist178102413
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEagonist135649840
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEagonist178102418
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEMK-1903
338442HCAR2G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, KINASEagonist178102409
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