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:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00346613EsophagusESCCncRNA catabolic process33/855243/187233.25e-052.69e-0433
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:005145712EsophagusESCCmaintenance of protein location in nucleus20/855223/187234.97e-053.86e-0420
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
GO:00468316EsophagusESCCregulation of RNA export from nucleus12/855212/187238.21e-056.01e-0412
GO:00304881EsophagusESCCtRNA methylation30/855241/187233.27e-041.93e-0330
GO:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:00322394EsophagusESCCregulation of nucleobase-containing compound transport13/855215/187231.31e-036.26e-0313
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:190236916EsophagusESCCnegative regulation of RNA catabolic process46/855275/187234.54e-031.78e-0246
GO:00160782EsophagusESCCtRNA catabolic process11/855213/187234.76e-031.85e-0211
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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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