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: SUN2

Gene summary for SUN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUN2

Gene ID

25777

Gene nameSad1 and UNC84 domain containing 2
Gene AliasUNC84B
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4E2A6


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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
25777SUN2LZE2THumanEsophagusESCC2.61e-065.79e-010.082
25777SUN2LZE4THumanEsophagusESCC2.56e-082.42e-020.0811
25777SUN2LZE7THumanEsophagusESCC2.43e-041.08e-010.0667
25777SUN2LZE20THumanEsophagusESCC6.89e-041.13e-010.0662
25777SUN2LZE24THumanEsophagusESCC9.03e-07-1.59e-020.0596
25777SUN2LZE6THumanEsophagusESCC4.84e-021.35e-020.0845
25777SUN2P1T-EHumanEsophagusESCC1.58e-117.04e-010.0875
25777SUN2P2T-EHumanEsophagusESCC4.77e-165.14e-010.1177
25777SUN2P4T-EHumanEsophagusESCC8.63e-173.91e-010.1323
25777SUN2P8T-EHumanEsophagusESCC3.61e-213.94e-010.0889
25777SUN2P9T-EHumanEsophagusESCC1.34e-061.26e-010.1131
25777SUN2P10T-EHumanEsophagusESCC1.12e-076.63e-010.116
25777SUN2P11T-EHumanEsophagusESCC1.24e-186.59e-010.1426
25777SUN2P12T-EHumanEsophagusESCC2.50e-213.02e-010.1122
25777SUN2P15T-EHumanEsophagusESCC4.87e-196.97e-010.1149
25777SUN2P16T-EHumanEsophagusESCC3.18e-216.68e-010.1153
25777SUN2P17T-EHumanEsophagusESCC2.99e-095.22e-010.1278
25777SUN2P19T-EHumanEsophagusESCC1.09e-096.77e-010.1662
25777SUN2P20T-EHumanEsophagusESCC1.63e-111.55e-010.1124
25777SUN2P21T-EHumanEsophagusESCC1.35e-267.52e-010.1617
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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
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:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:005123614Oral cavityOSCCestablishment of RNA localization121/7305166/187236.38e-198.24e-17121
GO:001593114Oral cavityOSCCnucleobase-containing compound transport150/7305222/187234.86e-185.04e-16150
GO:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:005116817Oral cavityOSCCnuclear export112/7305154/187231.70e-171.56e-15112
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:004682217Oral cavityOSCCregulation of nucleocytoplasmic transport79/7305106/187231.04e-135.37e-1279
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:00070526Oral cavityOSCCmitotic spindle organization85/7305120/187231.44e-126.23e-1185
GO:19028506Oral cavityOSCCmicrotubule cytoskeleton organization involved in mitosis99/7305147/187232.94e-121.18e-1099
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
GO:00711664Oral cavityOSCCribonucleoprotein complex localization59/730577/187231.91e-116.57e-1059
GO:00714264Oral cavityOSCCribonucleoprotein complex export from nucleus58/730576/187233.78e-111.23e-0958
GO:000989519Oral cavityOSCCnegative regulation of catabolic process180/7305320/187232.44e-106.86e-09180
GO:003133020Oral cavityOSCCnegative regulation of cellular catabolic process152/7305262/187233.04e-108.28e-09152
GO:00064055Oral cavityOSCCRNA export from nucleus61/730584/187234.03e-101.08e-0861
GO:004348716Oral cavityOSCCregulation of RNA stability106/7305170/187235.65e-101.47e-08106
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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
SUN2SNVMissense_Mutationc.1171T>Ap.Ser391Thrp.S391TQ9UH99protein_codingtolerated(0.39)benign(0.014)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SUN2SNVMissense_Mutationrs142901119c.1106N>Ap.Arg369Hisp.R369HQ9UH99protein_codingtolerated(0.15)benign(0.033)TCGA-WT-AB44-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SUN2SNVMissense_Mutationc.2203N>Ap.Glu735Lysp.E735KQ9UH99protein_codingdeleterious(0)benign(0.151)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
SUN2SNVMissense_Mutationc.686N>Tp.Ser229Leup.S229LQ9UH99protein_codingtolerated(0.41)benign(0.21)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUN2SNVMissense_Mutationrs142753729c.277N>Ap.Ala93Thrp.A93TQ9UH99protein_codingtolerated(0.73)benign(0.026)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUN2SNVMissense_Mutationc.481C>Ap.Pro161Thrp.P161TQ9UH99protein_codingtolerated(0.57)benign(0.051)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
SUN2SNVMissense_Mutationrs145042745c.661N>Ap.Val221Ilep.V221IQ9UH99protein_codingdeleterious(0.01)probably_damaging(0.945)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SUN2SNVMissense_Mutationrs752409009c.734N>Tp.Thr245Metp.T245MQ9UH99protein_codingdeleterious(0.02)possibly_damaging(0.742)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUN2SNVMissense_Mutationrs752150588c.1775N>Tp.Thr592Metp.T592MQ9UH99protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SUN2SNVMissense_Mutationc.2023N>Tp.Asp675Tyrp.D675YQ9UH99protein_codingdeleterious(0)possibly_damaging(0.725)TCGA-AA-3492-01Colorectumcolon 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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