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: STOM

Gene summary for STOM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STOM

Gene ID

2040

Gene namestomatin
Gene AliasBND7
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0002028

UniProtAcc

F8VSL7


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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
2040STOMSYSMH3HumanOral cavityOSCC5.25e-086.77e-010.2442
2040STOMSYSMH4HumanOral cavityOSCC2.62e-05-2.39e-010.1226
2040STOMSYSMH5HumanOral cavityOSCC4.27e-06-3.62e-010.0647
2040STOMGSM5252128_BPH327PrGF_ViaHumanProstateBPH3.62e-06-3.59e-01-0.1688
2040STOMGSM5252132_BPH389PrGFHumanProstateBPH1.94e-052.20e-03-0.2247
2040STOMGSM5252133_BPH389PrSFHumanProstateBPH1.14e-034.91e-01-0.2027
2040STOMGSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH7.07e-09-3.64e-01-0.1433
2040STOM047563_1562-all-cellsHumanProstateBPH4.04e-17-2.81e-010.0791
2040STOM048752_1579-all-cellsHumanProstateBPH2.95e-24-5.65e-010.1008
2040STOM052095_1628-all-cellsHumanProstateBPH1.22e-04-3.74e-010.1032
2040STOM052099_1652-all-cellsHumanProstateBPH1.43e-10-4.43e-010.1038
2040STOMDong_P1HumanProstateTumor3.79e-27-2.61e-010.035
2040STOMDong_P3HumanProstateTumor2.91e-13-2.72e-010.0278
2040STOMDong_P5HumanProstateTumor1.03e-23-5.23e-010.053
2040STOMDong_P6HumanProstateTumor1.87e-04-5.15e-010.0371
2040STOMGSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor4.03e-02-1.84e-010.1439
2040STOMGSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor8.86e-13-1.92e-010.1545
2040STOMGSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.05e-03-2.74e-010.1569
2040STOMP4_S8_cSCCHumanSkincSCC3.83e-02-3.65e-02-0.3095
2040STOMP5_S10_cSCCHumanSkincSCC4.12e-122.65e-01-0.299
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00159857BreastPrecancerenergy coupled proton transport, down electrochemical gradient16/108026/187234.15e-149.65e-1216
GO:00159867BreastPrecancerATP synthesis coupled proton transport16/108026/187234.15e-149.65e-1216
GO:00427766BreastPrecancermitochondrial ATP synthesis coupled proton transport13/108019/187231.43e-122.74e-1013
GO:00067547BreastPrecancerATP biosynthetic process21/108057/187232.31e-124.26e-1021
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00092067BreastPrecancerpurine ribonucleoside triphosphate biosynthetic process22/108068/187231.41e-111.88e-0922
GO:00091457BreastPrecancerpurine nucleoside triphosphate biosynthetic process22/108069/187231.95e-112.43e-0922
GO:00092017BreastPrecancerribonucleoside triphosphate biosynthetic process22/108074/187239.18e-111.00e-0822
GO:00091448BreastPrecancerpurine nucleoside triphosphate metabolic process24/108088/187239.66e-111.03e-0824
GO:00092057BreastPrecancerpurine ribonucleoside triphosphate metabolic process23/108082/187231.27e-101.34e-0823
GO:00091427BreastPrecancernucleoside triphosphate biosynthetic process23/108085/187232.82e-102.69e-0823
GO:00091997BreastPrecancerribonucleoside triphosphate metabolic process23/108089/187237.65e-106.66e-0823
GO:00091418BreastPrecancernucleoside triphosphate metabolic process26/1080112/187237.72e-106.66e-0826
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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
STOMSNVMissense_Mutationc.863N>Cp.Gly288Alap.G288AP27105protein_codingtolerated(0.18)benign(0)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STOMSNVMissense_Mutationnovelc.545N>Tp.Thr182Ilep.T182IP27105protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STOMSNVMissense_Mutationrs747153047c.295N>Gp.Ile99Valp.I99VP27105protein_codingtolerated(1)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STOMSNVMissense_Mutationnovelc.428N>Ap.Thr143Asnp.T143NP27105protein_codingdeleterious(0)probably_damaging(0.993)TCGA-IR-A3L7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STOMSNVMissense_Mutationc.431N>Ap.Arg144Hisp.R144HP27105protein_codingtolerated(0.09)benign(0.168)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STOMSNVMissense_Mutationrs763192503c.572N>Ap.Arg191Hisp.R191HP27105protein_codingdeleterious(0)probably_damaging(1)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STOMSNVMissense_Mutationrs201671242c.673N>Ap.Glu225Lysp.E225KP27105protein_codingdeleterious(0.02)possibly_damaging(0.617)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
STOMSNVMissense_Mutationrs867557202c.299N>Tp.Ser100Leup.S100LP27105protein_codingdeleterious(0)possibly_damaging(0.672)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
STOMSNVMissense_Mutationnovelc.857N>Gp.His286Argp.H286RP27105protein_codingtolerated(0.17)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
STOMSNVMissense_Mutationnovelc.752N>Ap.Arg251Glnp.R251QP27105protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EL-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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