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: CARM1

Gene summary for CARM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARM1

Gene ID

10498

Gene namecoactivator associated arginine methyltransferase 1
Gene AliasPRMT4
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q86X55


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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
10498CARM1LZE4THumanEsophagusESCC1.63e-026.60e-020.0811
10498CARM1LZE7THumanEsophagusESCC4.62e-093.55e-010.0667
10498CARM1LZE20THumanEsophagusESCC7.59e-051.11e-010.0662
10498CARM1LZE22THumanEsophagusESCC3.69e-021.47e-010.068
10498CARM1LZE24THumanEsophagusESCC6.71e-102.41e-010.0596
10498CARM1LZE21THumanEsophagusESCC2.86e-053.74e-010.0655
10498CARM1P1T-EHumanEsophagusESCC1.17e-033.23e-010.0875
10498CARM1P2T-EHumanEsophagusESCC3.63e-111.02e-010.1177
10498CARM1P4T-EHumanEsophagusESCC4.22e-173.28e-010.1323
10498CARM1P5T-EHumanEsophagusESCC1.67e-182.18e-010.1327
10498CARM1P8T-EHumanEsophagusESCC5.31e-192.99e-010.0889
10498CARM1P9T-EHumanEsophagusESCC1.06e-183.37e-010.1131
10498CARM1P10T-EHumanEsophagusESCC1.29e-223.95e-010.116
10498CARM1P12T-EHumanEsophagusESCC1.59e-173.76e-010.1122
10498CARM1P15T-EHumanEsophagusESCC1.57e-081.66e-010.1149
10498CARM1P16T-EHumanEsophagusESCC1.24e-106.52e-020.1153
10498CARM1P17T-EHumanEsophagusESCC5.39e-061.78e-010.1278
10498CARM1P20T-EHumanEsophagusESCC6.89e-067.70e-020.1124
10498CARM1P21T-EHumanEsophagusESCC4.19e-162.21e-010.1617
10498CARM1P22T-EHumanEsophagusESCC1.43e-182.12e-010.1236
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:19052142EsophagusESCCregulation of RNA binding12/855212/187238.21e-056.01e-0412
GO:00331438EsophagusESCCregulation of intracellular steroid hormone receptor signaling pathway50/855274/187231.16e-048.04e-0450
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:003052014EsophagusESCCintracellular estrogen receptor signaling pathway35/855254/187233.55e-031.45e-0235
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa0152215EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa01522LiverHCCEndocrine resistance58/402098/84651.28e-023.19e-021.78e-0258
hsa015221LiverHCCEndocrine resistance58/402098/84651.28e-023.19e-021.78e-0258
hsa015226Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
hsa0152214Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
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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
CARM1SNVMissense_Mutationnovelc.687C>Ap.Asn229Lysp.N229KQ86X55protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CARM1SNVMissense_Mutationc.608N>Tp.Ala203Valp.A203VQ86X55protein_codingtolerated(0.74)benign(0.111)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CARM1SNVMissense_Mutationc.1560N>Cp.Leu520Phep.L520FQ86X55protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.991)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CARM1SNVMissense_Mutationc.950N>Tp.Ser317Phep.S317FQ86X55protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
CARM1insertionNonsense_Mutationnovelc.377_378insACAGGCATAAGCCACCGTGCCCGGCTTATTATTTCTTGTAGAGAp.Cys127GlnfsTer3p.C127Qfs*3Q86X55protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CARM1SNVMissense_Mutationnovelc.1255N>Tp.Arg419Trpp.R419WQ86X55protein_codingdeleterious(0.01)possibly_damaging(0.771)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CARM1SNVMissense_Mutationc.330N>Cp.Gln110Hisp.Q110HQ86X55protein_codingtolerated(0.09)benign(0.106)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
CARM1SNVMissense_Mutationrs765573504c.1204N>Ap.Val402Metp.V402MQ86X55protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CARM1SNVMissense_Mutationc.1430C>Tp.Thr477Metp.T477MQ86X55protein_codingdeleterious(0.01)possibly_damaging(0.814)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CARM1SNVMissense_Mutationc.1134N>Tp.Met378Ilep.M378IQ86X55protein_codingtolerated(0.35)benign(0.035)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor336446915
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEEOSINEOSIN18348515
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor178103610
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor310264736
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor315661334
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor178103609
10498CARM1ENZYME, METHYL TRANSFERASE, DRUGGABLE GENOMEinhibitor315661333BIIB021
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