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: SUSD2

Gene summary for SUSD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUSD2

Gene ID

56241

Gene namesushi domain containing 2
Gene AliasBK65A6.2
Cytomap22q11.23
Gene Typeprotein-coding
GO ID

GO:0007049

UniProtAcc

A0A140VJW3


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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
56241SUSD2TD9HumanLungIAC3.48e-05-6.88e-010.088
56241SUSD2RNA-P10T2-P10T2-3HumanLungAAH2.51e-02-1.58e-01-0.1408
56241SUSD2RNA-P25T1-P25T1-1HumanLungAIS9.04e-14-9.78e-02-0.2116
56241SUSD2RNA-P25T1-P25T1-2HumanLungAIS3.35e-04-4.14e-01-0.1941
56241SUSD2RNA-P25T1-P25T1-3HumanLungAIS6.32e-06-1.55e-01-0.2107
56241SUSD2RNA-P25T1-P25T1-4HumanLungAIS4.11e-08-2.76e-01-0.2119
56241SUSD2RNA-P3T-P3T-1HumanLungIAC1.11e-04-4.92e-010.1829
56241SUSD2RNA-P3T-P3T-2HumanLungIAC7.65e-05-6.52e-010.1835
56241SUSD2RNA-P3T-P3T-4HumanLungIAC8.87e-07-5.23e-010.1859
56241SUSD2RNA-P6T1-P6T1-1HumanLungMIAC6.01e-04-3.87e-01-0.0238
56241SUSD2RNA-P6T1-P6T1-2HumanLungMIAC2.25e-03-3.88e-01-0.0186
56241SUSD2RNA-P6T2-P6T2-1HumanLungIAC2.34e-13-4.18e-01-0.0166
56241SUSD2RNA-P6T2-P6T2-2HumanLungIAC2.87e-21-3.88e-01-0.0132
56241SUSD2RNA-P6T2-P6T2-3HumanLungIAC3.16e-25-3.63e-01-0.013
56241SUSD2RNA-P6T2-P6T2-4HumanLungIAC2.42e-15-5.44e-01-0.0121
56241SUSD2RNA-P7T1-P7T1-1HumanLungAIS7.61e-101.04e-04-0.0961
56241SUSD2RNA-P7T1-P7T1-2HumanLungAIS6.12e-06-1.86e-01-0.0876
56241SUSD2RNA-P7T1-P7T1-3HumanLungAIS6.79e-04-2.60e-01-0.0822
56241SUSD2RNA-P7T1-P7T1-4HumanLungAIS4.74e-06-5.21e-02-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00448433LungIACcell cycle G1/S phase transition49/2061241/187231.54e-054.49e-0449
GO:19019872LungIACregulation of cell cycle phase transition69/2061390/187234.55e-051.06e-0369
GO:00457861LungIACnegative regulation of cell cycle67/2061385/187239.74e-051.93e-0367
GO:19019881LungIACnegative regulation of cell cycle phase transition47/2061249/187231.53e-042.80e-0347
GO:00109481LungIACnegative regulation of cell cycle process53/2061294/187232.05e-043.58e-0353
GO:1902807LungIACnegative regulation of cell cycle G1/S phase transition21/206193/187239.98e-041.19e-0221
GO:19028061LungIACregulation of cell cycle G1/S phase transition32/2061168/187231.38e-031.53e-0232
GO:004484311LungAIScell cycle G1/S phase transition40/1849241/187237.43e-041.07e-0240
GO:0051302LungMIACregulation of cell division20/967177/187238.41e-041.83e-0220
GO:190198711LungMIACregulation of cell cycle phase transition33/967390/187233.79e-034.68e-0233
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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
SUSD2SNVMissense_Mutationnovelc.1097N>Ap.Cys366Tyrp.C366YQ9UGT4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SUSD2SNVMissense_Mutationc.2032N>Cp.Glu678Glnp.E678QQ9UGT4protein_codingtolerated(0.36)possibly_damaging(0.598)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SUSD2SNVMissense_Mutationc.1867N>Cp.Glu623Glnp.E623QQ9UGT4protein_codingtolerated(0.68)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SUSD2SNVMissense_Mutationrs201113554c.1666G>Ap.Gly556Argp.G556RQ9UGT4protein_codingtolerated(0.45)benign(0.023)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUSD2SNVMissense_Mutationc.1356N>Gp.Asp452Glup.D452EQ9UGT4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUSD2SNVMissense_Mutationnovelc.1978A>Cp.Thr660Prop.T660PQ9UGT4protein_codingdeleterious(0.02)benign(0.36)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SUSD2SNVMissense_Mutationc.2432N>Tp.Arg811Metp.R811MQ9UGT4protein_codingdeleterious(0)benign(0.017)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
SUSD2insertionFrame_Shift_Insnovelc.1562_1563insTCTACGATGTCCTp.Asn522LeufsTer69p.N522Lfs*69Q9UGT4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUSD2insertionIn_Frame_Insnovelc.1564_1565insGCTTCTp.Asn522delinsSerPheTyrp.N522delinsSFYQ9UGT4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUSD2SNVMissense_Mutationrs781470125c.2117N>Ap.Arg706Glnp.R706QQ9UGT4protein_codingtolerated(0.09)benign(0.166)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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