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: TMEM9B

Gene summary for TMEM9B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM9B

Gene ID

56674

Gene nameTMEM9 domain family member B
Gene AliasC11orf15
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9NQ34


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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
56674TMEM9BGSM4909296HumanBreastIDC4.37e-05-1.71e-010.1524
56674TMEM9BGSM4909297HumanBreastIDC2.89e-041.09e-020.1517
56674TMEM9BGSM4909298HumanBreastIDC3.41e-052.57e-010.1551
56674TMEM9BGSM4909307HumanBreastIDC2.18e-022.37e-010.1569
56674TMEM9BGSM4909308HumanBreastIDC7.06e-205.41e-010.158
56674TMEM9BGSM4909311HumanBreastIDC2.55e-18-3.14e-030.1534
56674TMEM9BGSM4909312HumanBreastIDC2.66e-143.48e-010.1552
56674TMEM9BGSM4909313HumanBreastIDC5.83e-062.16e-010.0391
56674TMEM9BGSM4909319HumanBreastIDC1.21e-19-9.04e-020.1563
56674TMEM9BGSM4909321HumanBreastIDC2.04e-06-5.54e-020.1559
56674TMEM9Bbrca2HumanBreastPrecancer1.47e-062.31e-01-0.024
56674TMEM9BNCCBC14HumanBreastDCIS1.91e-04-9.30e-020.2021
56674TMEM9BNCCBC5HumanBreastDCIS3.10e-06-2.12e-010.2046
56674TMEM9BP1HumanBreastIDC4.73e-07-1.82e-010.1527
56674TMEM9BP2HumanBreastIDC5.17e-07-1.55e-010.21
56674TMEM9BDCIS2HumanBreastDCIS5.16e-532.45e-010.0085
56674TMEM9BHTA11_2487_2000001011HumanColorectumSER6.81e-054.44e-01-0.1808
56674TMEM9BHTA11_1938_2000001011HumanColorectumAD1.41e-085.31e-01-0.0811
56674TMEM9BHTA11_78_2000001011HumanColorectumAD2.19e-054.63e-01-0.1088
56674TMEM9BHTA11_347_2000001011HumanColorectumAD7.18e-328.46e-01-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
GO:00431227BreastIDCregulation of I-kappaB kinase/NF-kappaB signaling34/1434249/187237.18e-048.77e-0334
GO:000724914BreastIDCI-kappaB kinase/NF-kappaB signaling37/1434281/187238.58e-049.98e-0337
GO:00431236BreastIDCpositive regulation of I-kappaB kinase/NF-kappaB signaling26/1434186/187232.06e-031.95e-0226
GO:004312214BreastDCISregulation of I-kappaB kinase/NF-kappaB signaling32/1390249/187231.67e-031.66e-0232
GO:000724923BreastDCISI-kappaB kinase/NF-kappaB signaling35/1390281/187231.80e-031.74e-0235
GO:004312313BreastDCISpositive regulation of I-kappaB kinase/NF-kappaB signaling24/1390186/187235.66e-034.09e-0224
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00431231ColorectumMSSpositive regulation of I-kappaB kinase/NF-kappaB signaling55/3467186/187231.60e-042.29e-0355
GO:00431222ColorectumFAPregulation of I-kappaB kinase/NF-kappaB signaling56/2622249/187231.82e-042.69e-0356
GO:00431232ColorectumFAPpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2622186/187231.01e-039.89e-0342
GO:00072492ColorectumFAPI-kappaB kinase/NF-kappaB signaling58/2622281/187231.37e-031.24e-0258
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
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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
TMEM9BSNVMissense_Mutationc.563N>Tp.Lys188Metp.K188MQ9NQ34protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AR-A0U3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TMEM9BSNVMissense_Mutationrs770760054c.469N>Ap.Asp157Asnp.D157NQ9NQ34protein_codingtolerated(0.17)benign(0.02)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM9BSNVMissense_Mutationrs766273395c.232N>Tp.Arg78Trpp.R78WQ9NQ34protein_codingtolerated(0.07)possibly_damaging(0.448)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM9BSNVMissense_Mutationrs764636398c.502G>Ap.Val168Metp.V168MQ9NQ34protein_codingtolerated(0.09)benign(0.015)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TMEM9BSNVMissense_Mutationnovelc.158C>Ap.Ser53Tyrp.S53YQ9NQ34protein_codingdeleterious(0)benign(0.22)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TMEM9BSNVMissense_Mutationnovelc.379N>Tp.Pro127Serp.P127SQ9NQ34protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM9BSNVMissense_Mutationrs763297397c.395G>Ap.Arg132Hisp.R132HQ9NQ34protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM9BSNVMissense_Mutationnovelc.233G>Tp.Arg78Leup.R78LQ9NQ34protein_codingtolerated(0.41)benign(0.001)TCGA-66-2795-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
TMEM9BSNVMissense_Mutationc.577N>Tp.Arg193Trpp.R193WQ9NQ34protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CG-5723-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM9BSNVMissense_Mutationrs764636398c.502G>Ap.Val168Metp.V168MQ9NQ34protein_codingtolerated(0.09)benign(0.015)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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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