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: TMEM67

Gene summary for TMEM67

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM67

Gene ID

91147

Gene nametransmembrane protein 67
Gene AliasJBTS6
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q5HYA8


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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
91147TMEM67HCC1_MengHumanLiverHCC4.01e-21-2.39e-020.0246
91147TMEM67HCC2_MengHumanLiverHCC6.06e-144.43e-020.0107
91147TMEM67S014HumanLiverHCC2.80e-116.13e-010.2254
91147TMEM67S015HumanLiverHCC3.33e-095.82e-010.2375
91147TMEM67S016HumanLiverHCC1.04e-231.12e+000.2243
91147TMEM67S028HumanLiverHCC1.58e-023.16e-010.2503
91147TMEM67S029HumanLiverHCC1.01e-023.03e-010.2581
91147TMEM67PTC01HumanThyroidPTC9.29e-111.47e-010.1899
91147TMEM67PTC04HumanThyroidPTC2.17e-081.08e-010.1927
91147TMEM67PTC05HumanThyroidPTC1.73e-083.19e-010.2065
91147TMEM67PTC06HumanThyroidPTC1.93e-143.08e-010.2057
91147TMEM67PTC07HumanThyroidPTC3.89e-122.16e-010.2044
91147TMEM67ATC09HumanThyroidATC3.14e-052.96e-010.2871
91147TMEM67ATC11HumanThyroidATC3.80e-023.44e-010.3386
91147TMEM67ATC12HumanThyroidATC1.91e-047.38e-020.34
91147TMEM67ATC13HumanThyroidATC1.24e-356.20e-010.34
91147TMEM67ATC1HumanThyroidATC1.71e-053.37e-010.2878
91147TMEM67ATC4HumanThyroidATC1.25e-081.05e-010.34
91147TMEM67ATC5HumanThyroidATC1.34e-396.60e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003650311LiverHCCERAD pathway88/7958107/187232.87e-172.85e-1588
GO:00304331LiverHCCubiquitin-dependent ERAD pathway72/795885/187239.78e-167.47e-1472
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
GO:00466052LiverHCCregulation of centrosome cycle30/795849/187236.31e-032.57e-0230
GO:00514946LiverHCCnegative regulation of cytoskeleton organization84/7958163/187231.22e-024.43e-0284
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:00365038ThyroidPTCERAD pathway71/5968107/187232.37e-131.22e-1171
GO:003043315ThyroidPTCubiquitin-dependent ERAD pathway59/596885/187231.30e-125.91e-1159
GO:0010639112ThyroidPTCnegative regulation of organelle organization163/5968348/187233.04e-098.39e-08163
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
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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
TMEM67SNVMissense_Mutationc.2250N>Gp.Phe750Leup.F750LQ5HYA8protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TMEM67SNVMissense_Mutationc.2375N>Tp.Arg792Ilep.R792IQ5HYA8protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMEM67SNVMissense_Mutationc.367G>Tp.Ala123Serp.A123SQ5HYA8protein_codingtolerated(0.8)benign(0.005)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TMEM67SNVMissense_Mutationc.670G>Cp.Glu224Glnp.E224QQ5HYA8protein_codingtolerated(0.3)possibly_damaging(0.554)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM67SNVMissense_Mutationc.771N>Ap.Met257Ilep.M257IQ5HYA8protein_codingdeleterious(0.03)benign(0.416)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TMEM67SNVMissense_Mutationc.2717N>Ap.Leu906Hisp.L906HQ5HYA8protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TMEM67SNVMissense_Mutationnovelc.94N>Tp.Arg32Cysp.R32CQ5HYA8protein_codingtolerated_low_confidence(0.13)benign(0.132)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
TMEM67SNVMissense_Mutationc.836N>Tp.Ala279Valp.A279VQ5HYA8protein_codingtolerated(0.23)benign(0.015)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TMEM67SNVMissense_Mutationc.275N>Ap.Gly92Glup.G92EQ5HYA8protein_codingtolerated(0.1)probably_damaging(0.976)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMEM67SNVMissense_Mutationnovelc.1288G>Tp.Asp430Tyrp.D430YQ5HYA8protein_codingdeleterious(0.03)possibly_damaging(0.832)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
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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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