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: STAM2

Gene summary for STAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STAM2

Gene ID

10254

Gene namesignal transducing adaptor molecule 2
Gene AliasHbp
Cytomap2q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O75886


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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
10254STAM2LZE4THumanEsophagusESCC2.26e-061.59e-010.0811
10254STAM2LZE5THumanEsophagusESCC2.61e-042.80e-010.0514
10254STAM2LZE8THumanEsophagusESCC1.58e-026.13e-020.067
10254STAM2LZE24THumanEsophagusESCC6.95e-112.21e-010.0596
10254STAM2P1T-EHumanEsophagusESCC4.10e-021.76e-010.0875
10254STAM2P2T-EHumanEsophagusESCC9.38e-181.10e-010.1177
10254STAM2P4T-EHumanEsophagusESCC5.12e-123.09e-010.1323
10254STAM2P5T-EHumanEsophagusESCC4.68e-101.02e-010.1327
10254STAM2P8T-EHumanEsophagusESCC6.01e-151.90e-010.0889
10254STAM2P9T-EHumanEsophagusESCC1.46e-071.45e-010.1131
10254STAM2P10T-EHumanEsophagusESCC4.24e-071.23e-010.116
10254STAM2P11T-EHumanEsophagusESCC6.79e-062.93e-010.1426
10254STAM2P12T-EHumanEsophagusESCC3.42e-262.95e-010.1122
10254STAM2P15T-EHumanEsophagusESCC3.15e-184.30e-010.1149
10254STAM2P16T-EHumanEsophagusESCC1.86e-171.71e-010.1153
10254STAM2P17T-EHumanEsophagusESCC4.33e-022.46e-010.1278
10254STAM2P20T-EHumanEsophagusESCC3.13e-081.85e-010.1124
10254STAM2P21T-EHumanEsophagusESCC5.52e-222.25e-010.1617
10254STAM2P22T-EHumanEsophagusESCC6.97e-091.03e-010.1236
10254STAM2P23T-EHumanEsophagusESCC2.83e-153.54e-010.108
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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
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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:003625714EsophagusESCCmultivesicular body organization30/855231/187231.04e-092.50e-0830
GO:003625814EsophagusESCCmultivesicular body assembly29/855230/187232.21e-094.99e-0829
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
GO:00162365LiverNAFLDmacroautophagy45/1882291/187232.31e-032.19e-0245
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:000703211LiverHCCendosome organization61/795882/187234.36e-091.15e-0761
GO:003625711LiverHCCmultivesicular body organization27/795831/187233.48e-075.97e-0627
GO:003625811LiverHCCmultivesicular body assembly26/795830/187237.18e-071.12e-0526
GO:0016236110ThyroidPTCmacroautophagy167/5968291/187231.51e-191.91e-17167
GO:001605017ThyroidPTCvesicle organization163/5968300/187234.74e-163.69e-14163
GO:00362579ThyroidPTCmultivesicular body organization26/596831/187233.25e-098.76e-0826
GO:00362588ThyroidPTCmultivesicular body assembly25/596830/187238.60e-092.10e-0725
GO:000703210ThyroidPTCendosome organization48/596882/187235.65e-079.04e-0648
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
GO:003625715ThyroidATCmultivesicular body organization25/629331/187231.01e-071.70e-0625
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
STAM2SNVMissense_Mutationc.1213A>Gp.Met405Valp.M405VO75886protein_codingtolerated(0.2)benign(0)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
STAM2SNVMissense_Mutationnovelc.849N>Tp.Lys283Asnp.K283NO75886protein_codingtolerated(0.48)benign(0.058)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAM2SNVMissense_Mutationnovelc.28N>Ap.Glu10Lysp.E10KO75886protein_codingdeleterious(0.02)benign(0.138)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STAM2SNVMissense_Mutationc.996N>Ap.Met332Ilep.M332IO75886protein_codingtolerated(0.05)benign(0.011)TCGA-BH-A0DO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAM2SNVMissense_Mutationc.528N>Tp.Leu176Phep.L176FO75886protein_codingdeleterious(0.02)probably_damaging(0.942)TCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
STAM2insertionFrame_Shift_Insnovelc.1272_1273insTTCTCTTp.Ile425PhefsTer45p.I425Ffs*45O75886protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
STAM2insertionFrame_Shift_Insnovelc.1270_1271insTATGGAGAAAAAACTGGTGTAGTTTTGAAACTp.Gln424LeufsTer16p.Q424Lfs*16O75886protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
STAM2SNVMissense_Mutationnovelc.230N>Ap.Gly77Glup.G77EO75886protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAM2deletionFrame_Shift_Delnovelc.949delCp.Gln317LysfsTer6p.Q317Kfs*6O75886protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAM2SNVMissense_Mutationc.628T>Gp.Leu210Valp.L210VO75886protein_codingdeleterious(0.03)possibly_damaging(0.85)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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