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: TMEM60

Gene summary for TMEM60

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM60

Gene ID

85025

Gene nametransmembrane protein 60
Gene AliasC7orf35
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H2L4


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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
85025TMEM60P49T-EHumanEsophagusESCC2.36e-121.19e+000.1768
85025TMEM60P52T-EHumanEsophagusESCC1.57e-256.22e-010.1555
85025TMEM60P54T-EHumanEsophagusESCC2.66e-111.53e-010.0975
85025TMEM60P56T-EHumanEsophagusESCC2.40e-079.50e-010.1613
85025TMEM60P57T-EHumanEsophagusESCC8.33e-141.87e-010.0926
85025TMEM60P61T-EHumanEsophagusESCC3.70e-194.87e-010.099
85025TMEM60P62T-EHumanEsophagusESCC9.48e-132.35e-010.1302
85025TMEM60P65T-EHumanEsophagusESCC2.34e-254.79e-010.0978
85025TMEM60P74T-EHumanEsophagusESCC1.80e-411.12e+000.1479
85025TMEM60P75T-EHumanEsophagusESCC2.65e-164.07e-010.1125
85025TMEM60P76T-EHumanEsophagusESCC2.06e-173.60e-010.1207
85025TMEM60P79T-EHumanEsophagusESCC1.11e-244.00e-010.1154
85025TMEM60P80T-EHumanEsophagusESCC6.41e-267.09e-010.155
85025TMEM60P82T-EHumanEsophagusESCC7.89e-126.82e-010.1072
85025TMEM60P83T-EHumanEsophagusESCC5.99e-621.61e+000.1738
85025TMEM60P84T-EHumanEsophagusESCC3.49e-103.38e-010.0933
85025TMEM60P89T-EHumanEsophagusESCC3.80e-211.46e+000.1752
85025TMEM60P91T-EHumanEsophagusESCC1.82e-067.60e-010.1828
85025TMEM60P107T-EHumanEsophagusESCC3.17e-277.00e-010.171
85025TMEM60P126T-EHumanEsophagusESCC2.72e-034.30e-010.1125
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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
∗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
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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
TMEM60SNVMissense_Mutationnovelc.74T>Gp.Leu25Trpp.L25WQ9H2L4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TMEM60insertionNonsense_Mutationnovelc.42_43insGGACATGAAATTTAAATTTCAAATGAp.Phe15GlyfsTer5p.F15Gfs*5Q9H2L4protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
TMEM60SNVMissense_Mutationc.21N>Cp.Gln7Hisp.Q7HQ9H2L4protein_codingtolerated(1)benign(0.182)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TMEM60SNVMissense_Mutationnovelc.397N>Cp.Asp133Hisp.D133HQ9H2L4protein_codingdeleterious_low_confidence(0.03)benign(0.39)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMEM60SNVMissense_Mutationnovelc.334C>Tp.Pro112Serp.P112SQ9H2L4protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM60insertionFrame_Shift_Insrs749773249c.231dupAp.Ala78SerfsTer10p.A78Sfs*10Q9H2L4protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM60deletionFrame_Shift_Delrs780465472c.231delNp.Ala78ProfsTer11p.A78Pfs*11Q9H2L4protein_codingTCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMEM60deletionFrame_Shift_Delrs780465472c.231delAp.Ala78ProfsTer11p.A78Pfs*11Q9H2L4protein_codingTCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM60deletionFrame_Shift_Delrs780465472c.231delAp.Ala78ProfsTer11p.A78Pfs*11Q9H2L4protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TMEM60deletionFrame_Shift_Delrs780465472c.231delNp.Ala78ProfsTer11p.A78Pfs*11Q9H2L4protein_codingTCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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