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: CHRM3

Gene summary for CHRM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHRM3

Gene ID

1131

Gene namecholinergic receptor muscarinic 3
Gene AliasEGBRS
Cytomap1q43
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A024R3S2


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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
1131CHRM3HTA11_3410_2000001011HumanColorectumAD1.02e-03-3.69e-010.0155
1131CHRM3HTA11_2487_2000001011HumanColorectumSER1.61e-08-6.79e-01-0.1808
1131CHRM3HTA11_78_2000001011HumanColorectumAD8.78e-11-7.07e-01-0.1088
1131CHRM3HTA11_411_2000001011HumanColorectumSER1.08e-02-9.46e-01-0.2602
1131CHRM3HTA11_2112_2000001011HumanColorectumSER1.96e-02-8.16e-01-0.2196
1131CHRM3HTA11_3361_2000001011HumanColorectumAD6.66e-20-9.31e-01-0.1207
1131CHRM3HTA11_83_2000001011HumanColorectumSER5.76e-13-8.45e-01-0.1526
1131CHRM3HTA11_696_2000001011HumanColorectumAD4.66e-06-3.98e-01-0.1464
1131CHRM3HTA11_866_2000001011HumanColorectumAD8.46e-08-4.65e-01-0.1001
1131CHRM3HTA11_5212_2000001011HumanColorectumAD1.21e-08-9.81e-01-0.2061
1131CHRM3HTA11_546_2000001011HumanColorectumAD6.44e-03-4.82e-01-0.0842
1131CHRM3HTA11_9341_2000001011HumanColorectumSER2.73e-05-8.72e-01-0.00410000000000005
1131CHRM3HTA11_8622_2000001021HumanColorectumSER2.73e-02-6.63e-010.0528
1131CHRM3HTA11_6801_2000001011HumanColorectumSER2.68e-03-7.71e-010.0171
1131CHRM3HTA11_10711_2000001011HumanColorectumAD2.73e-04-5.27e-010.0338
1131CHRM3HTA11_7696_3000711011HumanColorectumAD5.67e-07-4.28e-010.0674
1131CHRM3HTA11_11156_2000001011HumanColorectumAD3.95e-02-5.43e-010.0397
1131CHRM3HTA11_6818_2000001021HumanColorectumAD4.65e-035.79e-010.0588
1131CHRM3HTA11_99999970781_79442HumanColorectumMSS7.00e-23-6.38e-010.294
1131CHRM3HTA11_99999965062_69753HumanColorectumMSI-H1.99e-221.44e+000.3487
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0007589ColorectumADbody fluid secretion33/391893/187238.26e-048.13e-0333
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:00902571ColorectumSERregulation of muscle system process60/2897252/187233.28e-045.22e-0360
GO:0022600ColorectumSERdigestive system process29/2897104/187238.57e-041.05e-0229
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:00075891ColorectumSERbody fluid secretion26/289793/187231.49e-031.60e-0226
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:0032941ColorectumSERsecretion by tissue13/289738/187233.40e-032.90e-0213
GO:0032409ColorectumSERregulation of transporter activity65/2897310/187235.71e-034.19e-0265
GO:00508782ColorectumMSSregulation of body fluid levels99/3467379/187231.40e-042.07e-0399
GO:00902572ColorectumMSSregulation of muscle system process66/3467252/187231.55e-031.41e-0266
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:00075892ColorectumMSSbody fluid secretion29/346793/187232.21e-031.84e-0229
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:00226001ColorectumMSSdigestive system process31/3467104/187233.46e-032.59e-0231
GO:00030121ColorectumMSSmuscle system process105/3467452/187236.39e-034.26e-02105
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:0006937ColorectumMSI-Hregulation of muscle contraction24/1319169/187237.87e-041.46e-0224
GO:00902573ColorectumMSI-Hregulation of muscle system process31/1319252/187231.74e-032.52e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04971ColorectumADGastric acid secretion29/209276/84656.25e-032.68e-021.71e-0229
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa048101ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa049711ColorectumADGastric acid secretion29/209276/84656.25e-032.68e-021.71e-0229
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa049712ColorectumSERGastric acid secretion27/158076/84653.65e-043.27e-032.38e-0327
hsa048102ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
hsa049722ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa049713ColorectumSERGastric acid secretion27/158076/84653.65e-043.27e-032.38e-0327
hsa048103ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
hsa049723ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
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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
CHRM3SNVMissense_Mutationrs201639396c.928N>Tp.Arg310Cysp.R310CP20309protein_codingtolerated(0.13)benign(0.01)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CHRM3SNVMissense_Mutationrs201042655c.100G>Ap.Val34Ilep.V34IP20309protein_codingtolerated_low_confidence(0.4)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHRM3SNVMissense_Mutationrs776861962c.377C>Tp.Thr126Metp.T126MP20309protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHRM3SNVMissense_Mutationc.352G>Ap.Gly118Argp.G118RP20309protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A15I-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CHRM3SNVMissense_Mutationc.249N>Gp.Ile83Metp.I83MP20309protein_codingdeleterious(0)probably_damaging(0.957)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
CHRM3SNVMissense_Mutationc.1622N>Ap.Pro541Hisp.P541HP20309protein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
CHRM3SNVMissense_Mutationrs145638222c.1240N>Ap.Val414Metp.V414MP20309protein_codingtolerated(0.14)benign(0.003)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CHRM3SNVMissense_Mutationc.781C>Tp.Arg261Cysp.R261CP20309protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHRM3SNVMissense_Mutationc.200N>Gp.Gln67Argp.Q67RP20309protein_codingdeleterious(0)possibly_damaging(0.778)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
CHRM3SNVMissense_Mutationc.535A>Gp.Lys179Glup.K179EP20309protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORagonist135652666ARECOLINE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORantagonist385612230
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORLAS-34273ACLIDINIUM BROMIDE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORantagonistCHEMBL1201027GLYCOPYRROLATE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORagonistCHEMBL1184ACETYLCHOLINE CHLORIDE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORantagonist135652751
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORantagonistCHEMBL1201024METHSCOPOLAMINE BROMIDE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORSOLIFENACINSOLIFENACIN
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORantagonistCHEMBL1578ANISOTROPINE METHYLBROMIDE
1131CHRM3DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTORallosteric modulator135652725VINCAMINE
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