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
2040STOMLZE4THumanEsophagusESCC1.97e-147.94e-010.0811
2040STOMLZE5THumanEsophagusESCC2.18e-041.82e-010.0514
2040STOMLZE7THumanEsophagusESCC1.44e-07-1.96e-010.0667
2040STOMLZE20THumanEsophagusESCC1.04e-098.52e-010.0662
2040STOMLZE21D1HumanEsophagusHGIN6.35e-04-2.51e-010.0632
2040STOMLZE24D1HumanEsophagusHGIN7.12e-083.34e-010.054
2040STOMLZE24THumanEsophagusESCC2.51e-149.76e-010.0596
2040STOMP2T-EHumanEsophagusESCC1.46e-073.13e-010.1177
2040STOMP4T-EHumanEsophagusESCC9.71e-143.77e-010.1323
2040STOMP5T-EHumanEsophagusESCC1.40e-206.42e-010.1327
2040STOMP9T-EHumanEsophagusESCC9.62e-126.69e-010.1131
2040STOMP10T-EHumanEsophagusESCC2.46e-07-4.44e-010.116
2040STOMP11T-EHumanEsophagusESCC4.60e-066.64e-010.1426
2040STOMP12T-EHumanEsophagusESCC1.18e-471.55e+000.1122
2040STOMP15T-EHumanEsophagusESCC3.20e-371.26e+000.1149
2040STOMP16T-EHumanEsophagusESCC7.80e-16-2.68e-010.1153
2040STOMP17T-EHumanEsophagusESCC5.67e-036.19e-010.1278
2040STOMP19T-EHumanEsophagusESCC4.81e-031.23e+000.1662
2040STOMP20T-EHumanEsophagusESCC1.68e-167.22e-010.1124
2040STOMP21T-EHumanEsophagusESCC1.46e-281.06e+000.1617
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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:000920514BreastIDCpurine ribonucleoside triphosphate metabolic process25/143482/187231.10e-091.07e-0725
GO:000914114BreastIDCnucleoside triphosphate metabolic process29/1434112/187233.68e-093.03e-0729
GO:000919913BreastIDCribonucleoside triphosphate metabolic process25/143489/187237.22e-095.47e-0725
GO:199054214BreastIDCmitochondrial transmembrane transport25/1434102/187231.39e-077.74e-0625
GO:000915214BreastIDCpurine ribonucleotide biosynthetic process34/1434169/187231.63e-078.92e-0634
GO:004639013BreastIDCribose phosphate biosynthetic process36/1434190/187233.40e-071.73e-0536
GO:000926013BreastIDCribonucleotide biosynthetic process35/1434182/187233.40e-071.73e-0535
GO:000915014BreastIDCpurine ribonucleotide metabolic process55/1434368/187231.30e-065.72e-0555
GO:001969314BreastIDCribose phosphate metabolic process58/1434396/187231.31e-065.73e-0558
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:005188113BreastIDCregulation of mitochondrial membrane potential19/143474/187232.04e-068.27e-0519
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:000925914BreastIDCribonucleotide metabolic process56/1434385/187232.47e-069.63e-0556
GO:000616413BreastIDCpurine nucleotide biosynthetic process34/1434191/187233.11e-061.15e-0434
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000616314BreastIDCpurine nucleotide metabolic process56/1434396/187235.90e-061.90e-0456
GO:007252213BreastIDCpurine-containing compound biosynthetic process34/1434200/187238.79e-062.50e-0434
GO:000916513BreastIDCnucleotide biosynthetic process40/1434254/187231.01e-052.81e-0440
GO:007252114BreastIDCpurine-containing compound metabolic process57/1434416/187231.28e-053.31e-0457
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
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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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