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: PROM2

Gene summary for PROM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PROM2

Gene ID

150696

Gene nameprominin 2
Gene AliasPROML2
Cytomap2q11.1
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q8N271


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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
150696PROM2LZE4THumanEsophagusESCC1.05e-042.08e-010.0811
150696PROM2LZE8THumanEsophagusESCC2.72e-042.56e-010.067
150696PROM2P1T-EHumanEsophagusESCC2.50e-044.35e-010.0875
150696PROM2P2T-EHumanEsophagusESCC1.23e-202.66e-010.1177
150696PROM2P5T-EHumanEsophagusESCC1.37e-121.91e-010.1327
150696PROM2P8T-EHumanEsophagusESCC3.11e-092.36e-010.0889
150696PROM2P11T-EHumanEsophagusESCC1.95e-096.87e-010.1426
150696PROM2P12T-EHumanEsophagusESCC1.28e-02-3.90e-020.1122
150696PROM2P15T-EHumanEsophagusESCC4.10e-081.29e-010.1149
150696PROM2P16T-EHumanEsophagusESCC9.07e-073.19e-020.1153
150696PROM2P17T-EHumanEsophagusESCC1.57e-103.79e-010.1278
150696PROM2P20T-EHumanEsophagusESCC1.92e-091.30e-010.1124
150696PROM2P21T-EHumanEsophagusESCC2.20e-121.40e-010.1617
150696PROM2P22T-EHumanEsophagusESCC1.26e-121.55e-010.1236
150696PROM2P23T-EHumanEsophagusESCC1.44e-071.45e-010.108
150696PROM2P24T-EHumanEsophagusESCC1.32e-075.22e-020.1287
150696PROM2P26T-EHumanEsophagusESCC6.12e-171.95e-010.1276
150696PROM2P27T-EHumanEsophagusESCC9.47e-161.25e-010.1055
150696PROM2P28T-EHumanEsophagusESCC6.47e-191.87e-010.1149
150696PROM2P30T-EHumanEsophagusESCC8.16e-085.50e-010.137
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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
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:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:00485483EsophagusESCCregulation of pinocytosis11/855212/187231.26e-036.06e-0311
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00725841EsophagusESCCcaveolin-mediated endocytosis10/855212/187238.94e-033.12e-0210
GO:00069073EsophagusESCCpinocytosis16/855222/187239.46e-033.28e-0216
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:00069072Oral cavityOSCCpinocytosis16/730522/187231.40e-036.79e-0316
GO:00485482Oral cavityOSCCregulation of pinocytosis9/730512/187231.27e-024.24e-029
GO:0072584Oral cavityOSCCcaveolin-mediated endocytosis9/730512/187231.27e-024.24e-029
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:000690711Oral cavityLPpinocytosis12/462322/187232.55e-031.80e-0212
GO:003134615Oral cavityLPpositive regulation of cell projection organization109/4623353/187234.59e-032.93e-02109
GO:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
GO:003010020ThyroidPTCregulation of endocytosis108/5968211/187233.92e-091.04e-07108
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:00069074ThyroidPTCpinocytosis14/596822/187232.16e-031.15e-0214
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
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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
PROM2SNVMissense_Mutationc.619N>Ap.Glu207Lysp.E207KQ8N271protein_codingtolerated(0.46)benign(0.018)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PROM2SNVMissense_Mutationrs776077038c.1402G>Ap.Glu468Lysp.E468KQ8N271protein_codingtolerated(0.07)benign(0.095)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PROM2SNVMissense_Mutationnovelc.1931N>Cp.Gly644Alap.G644AQ8N271protein_codingtolerated(0.13)benign(0.074)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PROM2deletionIn_Frame_Delc.872_889delGGGACCGCCTCCTTGAGCp.Arg291_Glu296delp.R291_E296delQ8N271protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PROM2deletionFrame_Shift_Delnovelc.510delCp.Cys171ValfsTer61p.C171Vfs*61Q8N271protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PROM2SNVMissense_Mutationnovelc.1816C>Ap.Leu606Metp.L606MQ8N271protein_codingdeleterious(0)probably_damaging(0.976)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PROM2SNVMissense_Mutationc.215N>Gp.Ser72Trpp.S72WQ8N271protein_codingdeleterious(0.01)probably_damaging(0.925)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PROM2SNVMissense_Mutationnovelc.359T>Gp.Val120Glyp.V120GQ8N271protein_codingdeleterious(0)possibly_damaging(0.637)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PROM2SNVMissense_Mutationrs553459907c.1744C>Tp.Arg582Trpp.R582WQ8N271protein_codingdeleterious(0)benign(0)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PROM2SNVMissense_Mutationc.85G>Cp.Asp29Hisp.D29HQ8N271protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.854)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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