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: SUB1

Gene summary for SUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUB1

Gene ID

10923

Gene nameSUB1 regulator of transcription
Gene AliasP15
Cytomap5p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P53999


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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
10923SUB1GSM4909281HumanBreastIDC1.12e-516.90e-010.21
10923SUB1GSM4909282HumanBreastIDC1.68e-597.24e-01-0.0288
10923SUB1GSM4909285HumanBreastIDC6.19e-053.54e-010.21
10923SUB1GSM4909286HumanBreastIDC5.83e-071.53e-020.1081
10923SUB1GSM4909287HumanBreastIDC7.80e-325.36e-010.2057
10923SUB1GSM4909288HumanBreastIDC4.02e-094.22e-010.0988
10923SUB1GSM4909290HumanBreastIDC4.75e-144.36e-010.2096
10923SUB1GSM4909294HumanBreastIDC3.64e-384.52e-010.2022
10923SUB1GSM4909296HumanBreastIDC3.01e-14-1.45e-010.1524
10923SUB1GSM4909297HumanBreastIDC7.04e-27-1.26e-010.1517
10923SUB1GSM4909298HumanBreastIDC1.63e-052.83e-010.1551
10923SUB1GSM4909301HumanBreastIDC5.31e-1169.94e-010.1577
10923SUB1GSM4909303HumanBreastIDC1.88e-094.43e-010.0438
10923SUB1GSM4909308HumanBreastIDC1.36e-143.97e-010.158
10923SUB1GSM4909311HumanBreastIDC5.34e-57-6.51e-010.1534
10923SUB1GSM4909312HumanBreastIDC2.70e-16-2.05e-010.1552
10923SUB1GSM4909313HumanBreastIDC5.28e-041.15e-020.0391
10923SUB1GSM4909315HumanBreastIDC2.47e-305.15e-010.21
10923SUB1GSM4909316HumanBreastIDC4.79e-266.11e-010.21
10923SUB1GSM4909318HumanBreastIDC7.11e-124.74e-010.2031
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0060395ColorectumADSMAD protein signal transduction28/391882/187233.73e-032.63e-0228
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00603951ColorectumFAPSMAD protein signal transduction24/262282/187232.55e-043.51e-0324
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:000717814EndometriumEECtransmembrane receptor protein serine/threonine kinase signaling pathway68/2168355/187231.90e-053.50e-0468
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00602603EsophagusESCCregulation of transcription initiation from RNA polymerase II promoter25/855233/187234.30e-042.43e-0325
GO:200014212EsophagusESCCregulation of DNA-templated transcription, initiation29/855240/187235.32e-042.93e-0329
GO:20001443EsophagusESCCpositive regulation of DNA-templated transcription, initiation21/855231/187231.10e-023.70e-0221
GO:0051053LiverNAFLDnegative regulation of DNA metabolic process26/1882125/187232.52e-044.12e-0326
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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
SUB1SNVMissense_Mutationrs766762636c.170N>Ap.Ser57Asnp.S57NP53999protein_codingtolerated(0.42)benign(0.018)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUB1SNVMissense_Mutationc.120A>Tp.Gln40Hisp.Q40HP53999protein_codingtolerated(0.05)probably_damaging(0.921)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUB1SNVMissense_Mutationnovelc.257N>Ap.Arg86Lysp.R86KP53999protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SUB1SNVMissense_Mutationc.8A>Cp.Lys3Thrp.K3TP53999protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SUB1SNVMissense_Mutationc.226G>Ap.Asp76Asnp.D76NP53999protein_codingtolerated(0.27)possibly_damaging(0.515)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SUB1SNVMissense_Mutationrs772309920c.224G>Ap.Arg75Hisp.R75HP53999protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-AP-A1DP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapypaclitaxelPD
SUB1SNVMissense_Mutationc.226N>Ap.Asp76Asnp.D76NP53999protein_codingtolerated(0.27)possibly_damaging(0.515)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUB1SNVMissense_Mutationrs772309920c.224N>Ap.Arg75Hisp.R75HP53999protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUB1SNVMissense_Mutationrs772309920c.224G>Ap.Arg75Hisp.R75HP53999protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-39-5022-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
SUB1SNVMissense_Mutationc.211N>Cp.Tyr71Hisp.Y71HP53999protein_codingdeleterious(0.02)possibly_damaging(0.497)TCGA-BR-4257-01Stomachstomach 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
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