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: ADRM1

Gene summary for ADRM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADRM1

Gene ID

11047

Gene nameADRM1 26S proteasome ubiquitin receptor
Gene AliasARM-1
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A087WX59


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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
11047ADRM1GSM4909282HumanBreastIDC5.22e-063.11e-01-0.0288
11047ADRM1GSM4909285HumanBreastIDC8.84e-052.57e-010.21
11047ADRM1GSM4909286HumanBreastIDC2.64e-061.61e-010.1081
11047ADRM1GSM4909296HumanBreastIDC7.15e-03-2.94e-020.1524
11047ADRM1GSM4909297HumanBreastIDC1.08e-09-1.43e-010.1517
11047ADRM1GSM4909309HumanBreastIDC1.43e-072.21e-010.0483
11047ADRM1GSM4909311HumanBreastIDC5.59e-21-2.81e-010.1534
11047ADRM1GSM4909312HumanBreastIDC4.09e-06-2.79e-020.1552
11047ADRM1GSM4909313HumanBreastIDC6.05e-03-1.86e-010.0391
11047ADRM1GSM4909317HumanBreastIDC1.10e-165.69e-010.1355
11047ADRM1GSM4909318HumanBreastIDC1.75e-168.33e-010.2031
11047ADRM1GSM4909319HumanBreastIDC2.56e-32-8.21e-020.1563
11047ADRM1GSM4909320HumanBreastIDC1.84e-049.68e-020.1575
11047ADRM1GSM4909321HumanBreastIDC4.84e-131.63e-010.1559
11047ADRM1brca1HumanBreastPrecancer2.01e-226.02e-01-0.0338
11047ADRM1brca2HumanBreastPrecancer4.78e-184.06e-01-0.024
11047ADRM1brca3HumanBreastPrecancer3.99e-063.13e-01-0.0263
11047ADRM1M2HumanBreastIDC2.42e-095.96e-010.21
11047ADRM1NCCBC14HumanBreastDCIS4.87e-04-1.68e-010.2021
11047ADRM1NCCBC5HumanBreastDCIS6.56e-061.29e-020.2046
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:000635413Oral cavityLPDNA-templated transcription, elongation39/462391/187231.08e-041.31e-0339
GO:000636813Oral cavityLPtranscription elongation from RNA polymerase II promoter31/462369/187231.92e-042.11e-0331
GO:004586229SkincSCCpositive regulation of proteolysis169/4864372/187232.43e-162.21e-14169
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
GO:005254828SkincSCCregulation of endopeptidase activity165/4864432/187231.18e-083.63e-07165
GO:000635415SkincSCCDNA-templated transcription, elongation48/486491/187234.58e-081.19e-0648
GO:000636815SkincSCCtranscription elongation from RNA polymerase II promoter39/486469/187237.15e-081.78e-0639
GO:001095227SkincSCCpositive regulation of peptidase activity85/4864197/187231.14e-072.69e-0685
GO:0010950112SkincSCCpositive regulation of endopeptidase activity74/4864179/187234.98e-067.25e-0574
GO:00432484SkincSCCproteasome assembly10/486412/187235.36e-055.38e-0410
GO:00525476StomachGCregulation of peptidase activity67/1159461/187235.35e-111.10e-0867
GO:00525486StomachGCregulation of endopeptidase activity63/1159432/187231.76e-102.82e-0863
GO:00458626StomachGCpositive regulation of proteolysis44/1159372/187232.81e-057.88e-0444
GO:00109526StomachGCpositive regulation of peptidase activity27/1159197/187238.57e-051.79e-0327
GO:00109506StomachGCpositive regulation of endopeptidase activity24/1159179/187232.90e-044.67e-0324
GO:005254711StomachCAG with IMregulation of peptidase activity61/1050461/187233.60e-106.00e-0861
GO:005254811StomachCAG with IMregulation of endopeptidase activity58/1050432/187235.62e-108.56e-0858
GO:004586211StomachCAG with IMpositive regulation of proteolysis41/1050372/187232.85e-057.99e-0441
GO:001095211StomachCAG with IMpositive regulation of peptidase activity24/1050197/187232.89e-044.99e-0324
GO:001095011StomachCAG with IMpositive regulation of endopeptidase activity22/1050179/187234.50e-046.95e-0322
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305010BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305013BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
ADRM1SNVMissense_Mutationc.382C>Gp.Leu128Valp.L128VQ16186protein_codingdeleterious(0)probably_damaging(0.918)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ADRM1SNVMissense_Mutationrs752123074c.430N>Ap.Gly144Serp.G144SQ16186protein_codingtolerated(0.12)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ADRM1SNVMissense_Mutationnovelc.978N>Cp.Glu326Aspp.E326DQ16186protein_codingdeleterious(0.05)possibly_damaging(0.704)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ADRM1SNVMissense_Mutationc.489N>Ap.Met163Ilep.M163IQ16186protein_codingdeleterious(0)benign(0.007)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ADRM1SNVMissense_Mutationc.656N>Tp.Ser219Leup.S219LQ16186protein_codingtolerated(0.09)benign(0.357)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ADRM1SNVMissense_Mutationrs369505590c.446N>Tp.Ala149Valp.A149VQ16186protein_codingtolerated(0.11)possibly_damaging(0.887)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ADRM1SNVMissense_Mutationc.1112N>Tp.Lys371Metp.K371MQ16186protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADRM1SNVMissense_Mutationc.814N>Tp.Ala272Serp.A272SQ16186protein_codingtolerated(1)benign(0.156)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ADRM1SNVMissense_Mutationc.847G>Tp.Gly283Cysp.G283CQ16186protein_codingdeleterious(0.01)benign(0.166)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ADRM1insertionFrame_Shift_Insnovelc.*1_*4dupGCCAQ16186protein_codingTCGA-CK-5913-01Colorectumcolon 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
11047ADRM1ENZYMEBORTEZOMIBBORTEZOMIB24524217
11047ADRM1ENZYMEinhibitorCHEMBL3545432IXAZOMIB CITRATE
11047ADRM1ENZYMECARFILZOMIBCARFILZOMIB24524217
11047ADRM1ENZYMEinhibitorCHEMBL451887CARFILZOMIB
11047ADRM1ENZYMEinhibitorCHEMBL325041BORTEZOMIB
11047ADRM1ENZYMEinhibitorCHEMBL2103884OPROZOMIB
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