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: TMEM248

Gene summary for TMEM248

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM248

Gene ID

55069

Gene nametransmembrane protein 248
Gene AliasC7orf42
Cytomap7q11.21
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024RDK7


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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
55069TMEM248C08HumanOral cavityOSCC5.17e-471.02e+000.1919
55069TMEM248C09HumanOral cavityOSCC2.30e-074.83e-010.1431
55069TMEM248LN38HumanOral cavityOSCC3.21e-021.13e+000.168
55069TMEM248LN46HumanOral cavityOSCC4.25e-065.56e-010.1666
55069TMEM248LP15HumanOral cavityLP1.97e-021.14e+000.2174
55069TMEM248LP17HumanOral cavityLP1.94e-039.25e-010.2349
55069TMEM248EOLP-1HumanOral cavityEOLP1.56e-026.45e-02-0.0202
55069TMEM248SYSMH1HumanOral cavityOSCC6.60e-215.28e-010.1127
55069TMEM248SYSMH2HumanOral cavityOSCC1.61e-084.17e-010.2326
55069TMEM248SYSMH3HumanOral cavityOSCC1.10e-124.81e-010.2442
55069TMEM248SYSMH4HumanOral cavityOSCC1.19e-031.76e-020.1226
55069TMEM248SYSMH5HumanOral cavityOSCC3.53e-044.96e-020.0647
55069TMEM248SYSMH6HumanOral cavityOSCC2.17e-144.06e-010.1275
55069TMEM248P4_S8_cSCCHumanSkincSCC6.73e-049.13e-03-0.3095
55069TMEM248P1_cSCCHumanSkincSCC2.93e-115.98e-010.0292
55069TMEM248P2_cSCCHumanSkincSCC3.09e-032.50e-01-0.024
55069TMEM248P4_cSCCHumanSkincSCC4.74e-023.14e-01-0.00290000000000005
55069TMEM248P10_cSCCHumanSkincSCC4.23e-157.27e-010.1017
55069TMEM248male-WTAHumanThyroidPTC5.36e-494.73e-010.1037
55069TMEM248PTC01HumanThyroidPTC1.99e-102.71e-010.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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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
TMEM248SNVMissense_Mutationc.293N>Tp.Thr98Ilep.T98IQ9NWD8protein_codingdeleterious(0.01)possibly_damaging(0.858)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TMEM248insertionFrame_Shift_Insnovelc.251_252insTAGAGACATACTGGCTGGCTTAATTCTCTCTCTTTp.Pro85ArgfsTer17p.P85Rfs*17Q9NWD8protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
TMEM248insertionNonsense_Mutationnovelc.443_444insCTAATCACTTTTATATTCACAACCTAAp.Ser148_Gly149insTerp.S148_G149ins*Q9NWD8protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
TMEM248SNVMissense_Mutationnovelc.94N>Gp.Ile32Valp.I32VQ9NWD8protein_codingtolerated(0.15)benign(0.162)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TMEM248SNVMissense_Mutationrs201691446c.514N>Ap.Ala172Thrp.A172TQ9NWD8protein_codingtolerated(0.59)benign(0.039)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM248SNVMissense_Mutationnovelc.213G>Tp.Glu71Aspp.E71DQ9NWD8protein_codingtolerated(0.51)benign(0.003)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM248SNVMissense_Mutationrs753419807c.893G>Ap.Arg298Hisp.R298HQ9NWD8protein_codingtolerated(0.1)probably_damaging(0.982)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
TMEM248SNVMissense_Mutationrs758753584c.79N>Ap.Val27Ilep.V27IQ9NWD8protein_codingtolerated(0.26)benign(0.198)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM248SNVMissense_Mutationrs768749336c.788N>Ap.Arg263Hisp.R263HQ9NWD8protein_codingtolerated(0.08)possibly_damaging(0.855)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM248SNVMissense_Mutationnovelc.140N>Cp.Lys47Thrp.K47TQ9NWD8protein_codingtolerated(0.16)benign(0.009)TCGA-AP-A1DV-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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