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: TMEM33

Gene summary for TMEM33

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM33

Gene ID

55161

Gene nametransmembrane protein 33
Gene Alias1600019D15Rik
Cytomap4p13
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

A0A024R9W7


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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
55161TMEM33LZE2THumanEsophagusESCC6.92e-036.84e-010.082
55161TMEM33LZE4THumanEsophagusESCC1.71e-123.10e-010.0811
55161TMEM33LZE8THumanEsophagusESCC6.19e-042.24e-010.067
55161TMEM33LZE24THumanEsophagusESCC2.05e-083.07e-010.0596
55161TMEM33P2T-EHumanEsophagusESCC1.17e-183.91e-010.1177
55161TMEM33P4T-EHumanEsophagusESCC3.98e-185.19e-010.1323
55161TMEM33P5T-EHumanEsophagusESCC1.18e-143.03e-010.1327
55161TMEM33P8T-EHumanEsophagusESCC1.62e-254.24e-010.0889
55161TMEM33P9T-EHumanEsophagusESCC4.68e-062.80e-010.1131
55161TMEM33P10T-EHumanEsophagusESCC8.24e-255.58e-010.116
55161TMEM33P11T-EHumanEsophagusESCC4.99e-073.55e-010.1426
55161TMEM33P12T-EHumanEsophagusESCC5.48e-152.71e-010.1122
55161TMEM33P15T-EHumanEsophagusESCC1.28e-172.81e-010.1149
55161TMEM33P16T-EHumanEsophagusESCC8.33e-224.02e-010.1153
55161TMEM33P17T-EHumanEsophagusESCC2.09e-022.43e-010.1278
55161TMEM33P19T-EHumanEsophagusESCC1.07e-043.47e-010.1662
55161TMEM33P20T-EHumanEsophagusESCC4.02e-122.66e-010.1124
55161TMEM33P21T-EHumanEsophagusESCC2.50e-205.75e-010.1617
55161TMEM33P22T-EHumanEsophagusESCC2.25e-242.63e-010.1236
55161TMEM33P23T-EHumanEsophagusESCC6.60e-165.22e-010.108
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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
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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:1905897111EsophagusESCCregulation of response to endoplasmic reticulum stress63/855282/187238.16e-091.66e-0763
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:000698416EsophagusESCCER-nucleus signaling pathway38/855246/187232.70e-074.00e-0638
GO:190589813EsophagusESCCpositive regulation of response to endoplasmic reticulum stress29/855235/187236.61e-066.75e-0529
GO:190010110EsophagusESCCregulation of endoplasmic reticulum unfolded protein response24/855230/187231.27e-048.67e-0424
GO:014046713EsophagusESCCintegrated stress response signaling18/855222/187235.69e-043.10e-0318
GO:19001035EsophagusESCCpositive regulation of endoplasmic reticulum unfolded protein response12/855213/187236.18e-043.32e-0312
GO:00364986EsophagusESCCIRE1-mediated unfolded protein response16/855219/187236.45e-043.43e-0316
GO:003649913EsophagusESCCPERK-mediated unfolded protein response15/855218/187231.20e-035.88e-0315
GO:00717865EsophagusESCCendoplasmic reticulum tubular network organization15/855218/187231.20e-035.88e-0315
GO:19038943EsophagusESCCregulation of IRE1-mediated unfolded protein response12/855214/187232.51e-031.08e-0212
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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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
TMEM33SNVMissense_Mutationc.101N>Tp.Thr34Ilep.T34IP57088protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TMEM33SNVMissense_Mutationc.160T>Gp.Phe54Valp.F54VP57088protein_codingtolerated(0.23)benign(0.149)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TMEM33SNVMissense_Mutationrs140993747c.509N>Tp.Ala170Valp.A170VP57088protein_codingtolerated(0.68)benign(0.109)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM33SNVMissense_Mutationc.76N>Tp.Ala26Serp.A26SP57088protein_codingtolerated(0.18)probably_damaging(0.983)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM33SNVMissense_Mutationc.632N>Cp.Leu211Prop.L211PP57088protein_codingdeleterious(0)probably_damaging(0.939)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
TMEM33SNVMissense_Mutationrs745345411c.514G>Tp.Val172Phep.V172FP57088protein_codingtolerated(0.08)possibly_damaging(0.452)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM33SNVMissense_Mutationrs140993747c.509N>Tp.Ala170Valp.A170VP57088protein_codingtolerated(0.68)benign(0.109)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM33SNVMissense_Mutationnovelc.580N>Ap.Leu194Ilep.L194IP57088protein_codingdeleterious(0.04)benign(0.373)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM33SNVMissense_Mutationnovelc.727N>Ap.Ala243Thrp.A243TP57088protein_codingtolerated(0.07)possibly_damaging(0.887)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM33SNVMissense_Mutationc.164N>Gp.Tyr55Cysp.Y55CP57088protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A16X-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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