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: TMEM5

Gene summary for TMEM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM5

Gene ID

10329

Gene nameribitol xylosyltransferase 1
Gene AliasHP10481
Cytomap12q14.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

G3V1K2


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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
10329TMEM5P1T-EHumanEsophagusESCC6.83e-084.35e-010.0875
10329TMEM5P2T-EHumanEsophagusESCC1.54e-561.00e+000.1177
10329TMEM5P4T-EHumanEsophagusESCC1.16e-164.26e-010.1323
10329TMEM5P5T-EHumanEsophagusESCC2.59e-112.34e-010.1327
10329TMEM5P8T-EHumanEsophagusESCC8.13e-224.88e-010.0889
10329TMEM5P9T-EHumanEsophagusESCC5.17e-152.90e-010.1131
10329TMEM5P10T-EHumanEsophagusESCC1.70e-325.60e-010.116
10329TMEM5P11T-EHumanEsophagusESCC2.67e-123.16e-010.1426
10329TMEM5P12T-EHumanEsophagusESCC1.35e-102.77e-010.1122
10329TMEM5P15T-EHumanEsophagusESCC8.76e-183.60e-010.1149
10329TMEM5P16T-EHumanEsophagusESCC2.57e-275.21e-010.1153
10329TMEM5P19T-EHumanEsophagusESCC5.11e-064.58e-010.1662
10329TMEM5P20T-EHumanEsophagusESCC9.38e-214.92e-010.1124
10329TMEM5P21T-EHumanEsophagusESCC2.45e-254.03e-010.1617
10329TMEM5P22T-EHumanEsophagusESCC6.88e-355.14e-010.1236
10329TMEM5P23T-EHumanEsophagusESCC6.57e-246.02e-010.108
10329TMEM5P24T-EHumanEsophagusESCC1.05e-152.40e-010.1287
10329TMEM5P26T-EHumanEsophagusESCC3.17e-234.70e-010.1276
10329TMEM5P27T-EHumanEsophagusESCC6.41e-133.45e-010.1055
10329TMEM5P28T-EHumanEsophagusESCC2.93e-173.83e-010.1149
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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
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
∗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:000703414ProstateTumorvacuolar transport48/3246157/187233.18e-053.78e-0448
GO:001648512ProstateTumorprotein processing63/3246225/187234.40e-054.98e-0463
GO:001050814ProstateTumorpositive regulation of autophagy39/3246124/187238.56e-058.53e-0439
GO:190437515ProstateTumorregulation of protein localization to cell periphery39/3246125/187231.04e-041.00e-0339
GO:001619713ProstateTumorendosomal transport62/3246230/187231.65e-041.47e-0362
GO:190382812ProstateTumornegative regulation of cellular protein localization36/3246117/187232.55e-042.14e-0336
GO:007198512ProstateTumormultivesicular body sorting pathway15/324637/187237.46e-045.14e-0315
GO:003250913ProstateTumorendosome transport via multivesicular body sorting pathway12/324631/187233.92e-031.99e-0212
GO:004532412ProstateTumorlate endosome to vacuole transport10/324625/187236.30e-032.89e-0210
GO:000989627SkinAKpositive regulation of catabolic process94/1910492/187231.32e-091.26e-0794
GO:004586127SkinAKnegative regulation of proteolysis72/1910351/187235.40e-093.90e-0772
GO:003133127SkinAKpositive regulation of cellular catabolic process80/1910427/187235.42e-082.76e-0680
GO:007265925SkinAKprotein localization to plasma membrane59/1910284/187238.01e-083.80e-0659
GO:199077820SkinAKprotein localization to cell periphery66/1910333/187239.18e-084.21e-0666
GO:190547520SkinAKregulation of protein localization to membrane37/1910175/187231.33e-052.62e-0437
GO:190437520SkinAKregulation of protein localization to cell periphery28/1910125/187234.89e-057.60e-0428
GO:190307620SkinAKregulation of protein localization to plasma membrane24/1910104/187231.01e-041.33e-0324
GO:001619716SkinAKendosomal transport41/1910230/187232.76e-042.93e-0341
GO:190382810SkinAKnegative regulation of cellular protein localization24/1910117/187236.54e-045.64e-0324
GO:001050618SkinAKregulation of autophagy51/1910317/187236.97e-045.96e-0351
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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
TMEM5SNVMissense_Mutationnovelc.1220N>Cp.Lys407Thrp.K407TQ9Y2B1protein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationc.287N>Tp.Thr96Ilep.T96IQ9Y2B1protein_codingtolerated(0.11)benign(0.003)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TMEM5SNVMissense_Mutationnovelc.739G>Ap.Ala247Thrp.A247TQ9Y2B1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationnovelc.239G>Ap.Arg80Lysp.R80KQ9Y2B1protein_codingtolerated(0.38)benign(0.009)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationrs570064856c.154G>Cp.Glu52Glnp.E52QQ9Y2B1protein_codingtolerated(0.39)benign(0.221)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM5SNVMissense_Mutationc.559N>Gp.Leu187Valp.L187VQ9Y2B1protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationc.559N>Gp.Leu187Valp.L187VQ9Y2B1protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM5SNVMissense_Mutationnovelc.724N>Cp.Trp242Argp.W242RQ9Y2B1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationnovelc.1133N>Tp.Ser378Phep.S378FQ9Y2B1protein_codingdeleterious(0.02)possibly_damaging(0.568)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM5SNVMissense_Mutationnovelc.316G>Ap.Ala106Thrp.A106TQ9Y2B1protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid 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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