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: SYNPO2

Gene summary for SYNPO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SYNPO2

Gene ID

171024

Gene namesynaptopodin 2
Gene AliasSYNPO2
Cytomap4q26
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9UMS6


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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
171024SYNPO2CA_HPV_3HumanCervixCC1.09e-039.88e-020.0414
171024SYNPO2CCI_3HumanCervixCC1.75e-056.58e-010.516
171024SYNPO2P2T-EHumanEsophagusESCC3.60e-397.50e-010.1177
171024SYNPO2P4T-EHumanEsophagusESCC7.58e-112.29e-010.1323
171024SYNPO2P8T-EHumanEsophagusESCC3.91e-051.61e-010.0889
171024SYNPO2P16T-EHumanEsophagusESCC8.65e-164.15e-010.1153
171024SYNPO2P22T-EHumanEsophagusESCC1.38e-022.25e-030.1236
171024SYNPO2P26T-EHumanEsophagusESCC1.81e-204.50e-010.1276
171024SYNPO2P27T-EHumanEsophagusESCC1.52e-041.59e-010.1055
171024SYNPO2P36T-EHumanEsophagusESCC1.72e-031.02e-010.1187
171024SYNPO2P49T-EHumanEsophagusESCC2.12e-021.60e-010.1768
171024SYNPO2P56T-EHumanEsophagusESCC2.89e-051.36e+000.1613
171024SYNPO2P62T-EHumanEsophagusESCC1.50e-133.60e-010.1302
171024SYNPO2P65T-EHumanEsophagusESCC1.10e-021.29e-020.0978
171024SYNPO2P79T-EHumanEsophagusESCC7.70e-113.06e-010.1154
171024SYNPO2P130T-EHumanEsophagusESCC9.03e-102.68e-010.1676
171024SYNPO2C21HumanOral cavityOSCC3.23e-06-4.94e-010.2678
171024SYNPO2C38HumanOral cavityOSCC2.32e-027.35e-010.172
171024SYNPO2C43HumanOral cavityOSCC2.29e-063.76e-010.1704
171024SYNPO2C46HumanOral cavityOSCC2.16e-136.61e-010.1673
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:006157210CervixCCactin filament bundle organization44/2311161/187232.08e-079.34e-0644
GO:005101710CervixCCactin filament bundle assembly43/2311157/187232.66e-071.12e-0543
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:003223110CervixCCregulation of actin filament bundle assembly28/2311105/187235.19e-057.79e-0428
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00616847CervixCCchaperone-mediated autophagy8/231116/187232.73e-042.99e-038
GO:00322339CervixCCpositive regulation of actin filament bundle assembly18/231163/187234.39e-044.39e-0318
GO:00000452CervixCCautophagosome assembly21/231199/187238.67e-034.46e-0221
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
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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
SYNPO2SNVMissense_Mutationc.3222N>Gp.Phe1074Leup.F1074LQ9UMS6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SYNPO2SNVMissense_Mutationrs778638880c.532G>Ap.Val178Metp.V178MQ9UMS6protein_codingtolerated(0.23)benign(0.001)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SYNPO2SNVMissense_Mutationc.1988C>Tp.Ser663Leup.S663LQ9UMS6protein_codingdeleterious(0.02)benign(0.084)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYNPO2SNVMissense_Mutationc.1372N>Ap.Gln458Lysp.Q458KQ9UMS6protein_codingtolerated(0.55)benign(0.012)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SYNPO2SNVMissense_Mutationnovelc.1342G>Ap.Glu448Lysp.E448KQ9UMS6protein_codingdeleterious(0.02)possibly_damaging(0.6)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SYNPO2SNVMissense_Mutationc.2069G>Ap.Arg690Lysp.R690KQ9UMS6protein_codingtolerated(0.2)probably_damaging(0.996)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYNPO2insertionFrame_Shift_Insnovelc.2573_2574insCAGCAAGATAATCCAGp.Val859SerfsTer11p.V859Sfs*11Q9UMS6protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SYNPO2deletionFrame_Shift_Delnovelc.1869delNp.Ala624GlnfsTer44p.A624Qfs*44Q9UMS6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SYNPO2deletionFrame_Shift_Delnovelc.1332delNp.Val445TrpfsTer16p.V445Wfs*16Q9UMS6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SYNPO2SNVMissense_Mutationnovelc.3305N>Ap.Ser1102Tyrp.S1102YQ9UMS6protein_codingtolerated(0.08)possibly_damaging(0.9)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<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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