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: TMSB4X

Gene summary for TMSB4X

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMSB4X

Gene ID

7114

Gene namethymosin beta 4 X-linked
Gene AliasFX
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A2VCK8


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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
7114TMSB4XGSM4909281HumanBreastIDC5.58e-082.93e-010.21
7114TMSB4XGSM4909282HumanBreastIDC1.17e-284.43e-01-0.0288
7114TMSB4XGSM4909285HumanBreastIDC7.11e-22-3.45e-010.21
7114TMSB4XGSM4909286HumanBreastIDC3.17e-23-6.68e-010.1081
7114TMSB4XGSM4909291HumanBreastIDC1.25e-235.46e-010.1753
7114TMSB4XGSM4909293HumanBreastIDC3.79e-08-1.84e-010.1581
7114TMSB4XGSM4909294HumanBreastIDC1.24e-072.95e-010.2022
7114TMSB4XGSM4909295HumanBreastIDC3.55e-053.83e-010.0898
7114TMSB4XGSM4909296HumanBreastIDC1.02e-133.98e-010.1524
7114TMSB4XGSM4909297HumanBreastIDC1.72e-274.79e-010.1517
7114TMSB4XGSM4909298HumanBreastIDC9.80e-153.01e-010.1551
7114TMSB4XGSM4909301HumanBreastIDC4.06e-082.48e-010.1577
7114TMSB4XGSM4909302HumanBreastIDC1.90e-656.81e-010.1545
7114TMSB4XGSM4909304HumanBreastIDC1.17e-20-3.26e-010.1636
7114TMSB4XGSM4909305HumanBreastIDC2.25e-042.51e-010.0436
7114TMSB4XGSM4909306HumanBreastIDC1.90e-173.81e-010.1564
7114TMSB4XGSM4909307HumanBreastIDC1.09e-546.29e-010.1569
7114TMSB4XGSM4909308HumanBreastIDC7.20e-546.29e-010.158
7114TMSB4XGSM4909311HumanBreastIDC4.55e-02-1.98e-010.1534
7114TMSB4XGSM4909312HumanBreastIDC3.29e-02-2.80e-010.1552
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00067547BreastPrecancerATP biosynthetic process21/108057/187232.31e-124.26e-1021
GO:00092067BreastPrecancerpurine ribonucleoside triphosphate biosynthetic process22/108068/187231.41e-111.88e-0922
GO:00091457BreastPrecancerpurine nucleoside triphosphate biosynthetic process22/108069/187231.95e-112.43e-0922
GO:00092017BreastPrecancerribonucleoside triphosphate biosynthetic process22/108074/187239.18e-111.00e-0822
GO:00091448BreastPrecancerpurine nucleoside triphosphate metabolic process24/108088/187239.66e-111.03e-0824
GO:00092057BreastPrecancerpurine ribonucleoside triphosphate metabolic process23/108082/187231.27e-101.34e-0823
GO:00091427BreastPrecancernucleoside triphosphate biosynthetic process23/108085/187232.82e-102.69e-0823
GO:00091997BreastPrecancerribonucleoside triphosphate metabolic process23/108089/187237.65e-106.66e-0823
GO:00091418BreastPrecancernucleoside triphosphate metabolic process26/1080112/187237.72e-106.66e-0826
GO:00196938BreastPrecancerribose phosphate metabolic process49/1080396/187233.81e-071.78e-0549
GO:00091528BreastPrecancerpurine ribonucleotide biosynthetic process28/1080169/187234.17e-071.89e-0528
GO:00463907BreastPrecancerribose phosphate biosynthetic process30/1080190/187234.75e-072.11e-0530
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00092607BreastPrecancerribonucleotide biosynthetic process29/1080182/187236.05e-072.55e-0529
GO:00091509BreastPrecancerpurine ribonucleotide metabolic process46/1080368/187236.47e-072.71e-0546
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
GO:00092598BreastPrecancerribonucleotide metabolic process47/1080385/187239.69e-073.84e-0547
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0481023BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
hsa0481033BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa048101ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa048102ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
hsa048103ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
hsa048104ColorectumMSSRegulation of actin cytoskeleton68/1875229/84654.27e-031.86e-021.14e-0268
hsa048105ColorectumMSSRegulation of actin cytoskeleton68/1875229/84654.27e-031.86e-021.14e-0268
hsa048106ColorectumFAPRegulation of actin cytoskeleton65/1404229/84654.07e-065.91e-053.59e-0565
hsa048107ColorectumFAPRegulation of actin cytoskeleton65/1404229/84654.07e-065.91e-053.59e-0565
hsa048108ColorectumCRCRegulation of actin cytoskeleton52/1091229/84652.34e-055.57e-043.78e-0452
hsa048109ColorectumCRCRegulation of actin cytoskeleton52/1091229/84652.34e-055.57e-043.78e-0452
hsa0481018EndometriumAEHRegulation of actin cytoskeleton50/1197229/84659.08e-045.78e-034.23e-0350
hsa0481019EndometriumAEHRegulation of actin cytoskeleton50/1197229/84659.08e-045.78e-034.23e-0350
hsa0481024EndometriumEECRegulation of actin cytoskeleton49/1237229/84653.20e-031.78e-021.33e-0249
hsa0481034EndometriumEECRegulation of actin cytoskeleton49/1237229/84653.20e-031.78e-021.33e-0249
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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
TMSB4XSNVMissense_Mutationnovelc.73N>Ap.Glu25Lysp.E25KP62328protein_codingdeleterious(0.03)possibly_damaging(0.601)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TMSB4XSNVMissense_Mutationc.40G>Ap.Asp14Asnp.D14NP62328protein_codingtolerated(0.11)probably_damaging(0.999)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TMSB4XSNVMissense_Mutationrs777121308c.23N>Tp.Ala8Valp.A8VP62328protein_codingdeleterious(0.04)possibly_damaging(0.587)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMSB4XSNVMissense_Mutationc.83N>Ap.Pro28Glnp.P28QP62328protein_codingdeleterious(0)probably_damaging(0.953)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMSB4XSNVMissense_Mutationnovelc.39C>Gp.Phe13Leup.F13LP62328protein_codingdeleterious(0.03)possibly_damaging(0.861)TCGA-34-2604-01Lunglung squamous cell carcinomaFemale>=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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