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: STAM

Gene summary for STAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STAM

Gene ID

8027

Gene namesignal transducing adaptor molecule
Gene AliasSTAM-1
Cytomap10p12.33
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

B4DZT2


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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
8027STAMLZE4THumanEsophagusESCC1.41e-072.39e-010.0811
8027STAMLZE24THumanEsophagusESCC5.99e-101.44e-010.0596
8027STAMP1T-EHumanEsophagusESCC7.72e-051.64e-010.0875
8027STAMP2T-EHumanEsophagusESCC3.58e-212.05e-010.1177
8027STAMP4T-EHumanEsophagusESCC1.76e-162.65e-010.1323
8027STAMP5T-EHumanEsophagusESCC2.11e-171.95e-010.1327
8027STAMP8T-EHumanEsophagusESCC6.12e-106.72e-020.0889
8027STAMP9T-EHumanEsophagusESCC1.02e-04-3.84e-020.1131
8027STAMP10T-EHumanEsophagusESCC1.20e-198.40e-020.116
8027STAMP11T-EHumanEsophagusESCC9.14e-103.60e-010.1426
8027STAMP12T-EHumanEsophagusESCC2.37e-142.17e-010.1122
8027STAMP15T-EHumanEsophagusESCC1.65e-212.04e-010.1149
8027STAMP16T-EHumanEsophagusESCC3.04e-152.33e-010.1153
8027STAMP17T-EHumanEsophagusESCC4.64e-021.62e-010.1278
8027STAMP20T-EHumanEsophagusESCC5.76e-061.24e-010.1124
8027STAMP21T-EHumanEsophagusESCC5.35e-225.23e-010.1617
8027STAMP22T-EHumanEsophagusESCC9.65e-046.26e-020.1236
8027STAMP23T-EHumanEsophagusESCC1.75e-046.83e-020.108
8027STAMP24T-EHumanEsophagusESCC8.13e-101.68e-010.1287
8027STAMP26T-EHumanEsophagusESCC5.83e-194.14e-010.1276
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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
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
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:190354115ThyroidPTCregulation of exosomal secretion14/596817/187232.62e-052.56e-0414
GO:00610256ThyroidPTCmembrane fusion77/5968163/187232.86e-052.78e-0477
GO:007266610ThyroidPTCestablishment of protein localization to vacuole29/596849/187237.32e-056.31e-0429
GO:0034612111ThyroidPTCresponse to tumor necrosis factor109/5968253/187231.08e-048.69e-04109
GO:00616408ThyroidPTCcytoskeleton-dependent cytokinesis50/5968100/187231.20e-049.59e-0450
GO:00510586ThyroidPTCnegative regulation of small GTPase mediated signal transduction31/596856/187232.32e-041.68e-0331
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:004592614ThyroidPTCnegative regulation of growth105/5968249/187233.76e-042.54e-03105
GO:00465805ThyroidPTCnegative regulation of Ras protein signal transduction27/596849/187236.38e-044.02e-0327
GO:0071356111ThyroidPTCcellular response to tumor necrosis factor96/5968229/187238.24e-045.10e-0396
GO:00303087ThyroidPTCnegative regulation of cell growth80/5968188/187231.28e-037.31e-0380
GO:00705363ThyroidPTCprotein K63-linked deubiquitination20/596835/187231.75e-039.51e-0320
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:00431625ThyroidPTCubiquitin-dependent protein catabolic process via the multivesicular body sorting pathway13/596823/187231.25e-024.88e-0213
GO:007259429ThyroidATCestablishment of protein localization to organelle247/6293422/187232.88e-261.40e-23247
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:000726524ThyroidATCRas protein signal transduction172/6293337/187232.25e-117.96e-10172
GO:000028117ThyroidATCmitotic cytokinesis50/629371/187232.46e-107.10e-0950
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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
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414442Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa04630Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
hsa0414452Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa046301Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
hsa0414461Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
hsa0414471Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
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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
STAMSNVMissense_Mutationnovelc.697N>Ap.Ala233Thrp.A233TQ92783protein_codingtolerated(0.32)benign(0.266)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
STAMSNVMissense_Mutationc.98G>Ap.Cys33Tyrp.C33YQ92783protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationrs782454144c.1499N>Gp.Asn500Serp.N500SQ92783protein_codingtolerated_low_confidence(0.11)benign(0.03)TCGA-B6-A0RQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationrs782048712c.328N>Ap.Ala110Thrp.A110TQ92783protein_codingtolerated(0.13)benign(0.41)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationc.811N>Ap.Glu271Lysp.E271KQ92783protein_codingdeleterious(0)probably_damaging(0.968)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
STAMSNVMissense_Mutationrs782237766c.1307C>Gp.Ser436Cysp.S436CQ92783protein_codingdeleterious(0.05)benign(0.241)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationnovelc.997N>Cp.Glu333Glnp.E333QQ92783protein_codingdeleterious(0)probably_damaging(0.986)TCGA-VS-A8QF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STAMSNVMissense_Mutationc.1004N>Gp.Met335Argp.M335RQ92783protein_codingtolerated(0.42)benign(0.012)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationc.1171N>Ap.Pro391Thrp.P391TQ92783protein_codingtolerated(0.43)benign(0.012)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STAMSNVMissense_Mutationrs782638753c.1429N>Ap.Ala477Thrp.A477TQ92783protein_codingtolerated(0.62)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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