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: SUSD4

Gene summary for SUSD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUSD4

Gene ID

55061

Gene namesushi domain containing 4
Gene AliasPRO222
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0002250

UniProtAcc

A0A140VK55


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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
55061SUSD4CCI_1HumanCervixCC6.93e-151.11e+000.528
55061SUSD4CCI_3HumanCervixCC1.74e-056.99e-010.516
55061SUSD4TumorHumanCervixCC1.46e-022.16e-010.1241
55061SUSD4sample3HumanCervixCC3.85e-072.58e-010.1387
55061SUSD4T3HumanCervixCC9.53e-082.51e-010.1389
55061SUSD4LZE2THumanEsophagusESCC2.66e-069.59e-010.082
55061SUSD4LZE5THumanEsophagusESCC2.30e-035.87e-010.0514
55061SUSD4LZE7THumanEsophagusESCC2.31e-021.23e-010.0667
55061SUSD4LZE8THumanEsophagusESCC4.02e-021.03e-010.067
55061SUSD4LZE20THumanEsophagusESCC3.21e-071.53e-010.0662
55061SUSD4LZE22THumanEsophagusESCC2.37e-045.44e-010.068
55061SUSD4LZE24THumanEsophagusESCC6.29e-072.22e-010.0596
55061SUSD4P1T-EHumanEsophagusESCC3.41e-115.34e-010.0875
55061SUSD4P2T-EHumanEsophagusESCC3.77e-028.25e-020.1177
55061SUSD4P4T-EHumanEsophagusESCC6.97e-132.90e-010.1323
55061SUSD4P5T-EHumanEsophagusESCC1.28e-265.75e-010.1327
55061SUSD4P8T-EHumanEsophagusESCC1.07e-193.24e-010.0889
55061SUSD4P9T-EHumanEsophagusESCC3.68e-143.44e-010.1131
55061SUSD4P10T-EHumanEsophagusESCC3.71e-093.00e-010.116
55061SUSD4P12T-EHumanEsophagusESCC8.71e-112.61e-010.1122
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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
∗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:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:00028322CervixCCnegative regulation of response to biotic stimulus27/2311108/187232.27e-042.55e-0327
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
GO:00026983CervixCCnegative regulation of immune effector process26/2311110/187237.40e-046.63e-0326
GO:00026973CervixCCregulation of immune effector process62/2311339/187239.25e-047.84e-0362
GO:00458243CervixCCnegative regulation of innate immune response18/231171/187232.01e-031.47e-0218
GO:0031348CervixCCnegative regulation of defense response48/2311258/187232.30e-031.65e-0248
GO:00024603CervixCCadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains62/2311356/187233.09e-032.03e-0262
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:0002819CervixCCregulation of adaptive immune response35/2311183/187235.38e-033.11e-0235
GO:0002822CervixCCregulation of adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains32/2311168/187238.00e-034.18e-0232
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:00304492CervixCCregulation of complement activation7/231121/187231.04e-024.97e-027
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
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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
SUSD4SNVMissense_Mutationc.1294N>Tp.Ser432Cysp.S432CQ5VX71protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUSD4SNVMissense_Mutationrs756692002c.499G>Ap.Asp167Asnp.D167NQ5VX71protein_codingtolerated(0.07)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUSD4SNVMissense_Mutationc.1045G>Ap.Ala349Thrp.A349TQ5VX71protein_codingtolerated(0.7)benign(0)TCGA-BH-A0BQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SUSD4SNVMissense_Mutationrs774042536c.895N>Gp.Gln299Glup.Q299EQ5VX71protein_codingtolerated(0.28)possibly_damaging(0.702)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SUSD4SNVMissense_Mutationc.545G>Cp.Arg182Thrp.R182TQ5VX71protein_codingdeleterious(0.01)possibly_damaging(0.671)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUSD4SNVMissense_Mutationrs750308474c.1141N>Ap.Glu381Lysp.E381KQ5VX71protein_codingdeleterious(0)probably_damaging(0.986)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SUSD4insertionFrame_Shift_Insnovelc.254_255insTAAAGTGCTTACTTCTCCACGGAAGCp.Gln86LysfsTer15p.Q86Kfs*15Q5VX71protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SUSD4SNVMissense_Mutationrs867759201c.800N>Ap.Gly267Glup.G267EQ5VX71protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
SUSD4SNVMissense_Mutationrs867759201c.800N>Ap.Gly267Glup.G267EQ5VX71protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SUSD4SNVMissense_Mutationc.1227N>Cp.Gln409Hisp.Q409HQ5VX71protein_codingdeleterious(0.01)possibly_damaging(0.641)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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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