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: SUCO

Gene summary for SUCO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUCO

Gene ID

51430

Gene nameSUN domain containing ossification factor
Gene AliasC1orf9
Cytomap1q24.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

B4DYM4


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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
51430SUCOCCI_1HumanCervixCC7.31e-036.60e-010.528
51430SUCOCCI_3HumanCervixCC3.51e-025.68e-010.516
51430SUCOLZE4THumanEsophagusESCC5.24e-104.11e-010.0811
51430SUCOLZE7THumanEsophagusESCC8.32e-117.76e-010.0667
51430SUCOLZE8THumanEsophagusESCC6.01e-051.29e-010.067
51430SUCOLZE20THumanEsophagusESCC2.79e-041.15e-010.0662
51430SUCOLZE22THumanEsophagusESCC4.05e-063.37e-010.068
51430SUCOLZE24THumanEsophagusESCC2.72e-184.08e-010.0596
51430SUCOLZE21THumanEsophagusESCC8.09e-044.25e-010.0655
51430SUCOP1T-EHumanEsophagusESCC2.83e-106.07e-010.0875
51430SUCOP2T-EHumanEsophagusESCC2.02e-489.99e-010.1177
51430SUCOP4T-EHumanEsophagusESCC2.80e-277.04e-010.1323
51430SUCOP5T-EHumanEsophagusESCC1.68e-164.54e-010.1327
51430SUCOP8T-EHumanEsophagusESCC1.92e-223.17e-010.0889
51430SUCOP9T-EHumanEsophagusESCC1.18e-153.59e-010.1131
51430SUCOP10T-EHumanEsophagusESCC3.35e-204.18e-010.116
51430SUCOP11T-EHumanEsophagusESCC1.05e-127.71e-010.1426
51430SUCOP12T-EHumanEsophagusESCC5.46e-173.21e-010.1122
51430SUCOP15T-EHumanEsophagusESCC1.42e-347.01e-010.1149
51430SUCOP16T-EHumanEsophagusESCC2.70e-457.79e-010.1153
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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
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
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
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:00016497CervixCCosteoblast differentiation47/2311229/187232.88e-043.11e-0347
GO:0045667CervixCCregulation of osteoblast differentiation29/2311132/187231.32e-031.05e-0229
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00487712CervixCCtissue remodeling34/2311175/187234.68e-032.82e-0234
GO:0045669CervixCCpositive regulation of osteoblast differentiation16/231169/187238.75e-034.48e-0216
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00456675EsophagusESCCregulation of osteoblast differentiation77/8552132/187232.28e-031.00e-0277
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:00456695EsophagusESCCpositive regulation of osteoblast differentiation43/855269/187233.93e-031.59e-0243
GO:000164911LiverHCCosteoblast differentiation115/7958229/187231.08e-023.99e-02115
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:0032963Oral cavityOSCCcollagen metabolic process54/7305104/187235.00e-031.96e-0254
GO:00487713Oral cavityOSCCtissue remodeling84/7305175/187239.39e-033.36e-0284
GO:00456674Oral cavityOSCCregulation of osteoblast differentiation65/7305132/187231.06e-023.60e-0265
GO:000150322Oral cavityEOLPossification70/2218408/187238.89e-046.81e-0370
GO:000164922Oral cavityEOLPosteoblast differentiation41/2218229/187234.47e-032.42e-0241
GO:0032964Oral cavityEOLPcollagen biosynthetic process13/221851/187235.43e-032.82e-0213
GO:0010712Oral cavityEOLPregulation of collagen metabolic process12/221847/187237.31e-033.54e-0212
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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
SUCOSNVMissense_Mutationnovelc.2890N>Gp.Ser964Alap.S964AQ9UBS9protein_codingtolerated_low_confidence(0.21)benign(0.011)TCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SUCOSNVMissense_Mutationc.28C>Gp.Leu10Valp.L10VQ9UBS9protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
SUCOSNVMissense_Mutationnovelc.3992G>Ap.Gly1331Aspp.G1331DQ9UBS9protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SUCOSNVMissense_Mutationc.715G>Cp.Asp239Hisp.D239HQ9UBS9protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.874)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SUCOSNVMissense_Mutationc.3121G>Ap.Glu1041Lysp.E1041KQ9UBS9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SUCOSNVMissense_Mutationrs770645022c.1105A>Gp.Lys369Glup.K369EQ9UBS9protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.542)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUCOSNVMissense_Mutationc.3497N>Cp.Val1166Alap.V1166AQ9UBS9protein_codingdeleterious(0.03)benign(0.036)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUCOSNVMissense_Mutationc.2617N>Cp.Glu873Glnp.E873QQ9UBS9protein_codingdeleterious_low_confidence(0)probably_damaging(0.975)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SUCOSNVMissense_Mutationc.2281G>Cp.Glu761Glnp.E761QQ9UBS9protein_codingtolerated(0.09)benign(0.067)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUCOSNVMissense_Mutationc.3101N>Tp.Thr1034Ilep.T1034IQ9UBS9protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
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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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