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: STRADB

Gene summary for STRADB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STRADB

Gene ID

55437

Gene nameSTE20 related adaptor beta
Gene AliasALS2CR2
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9C0K7


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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
55437STRADBLZE24THumanEsophagusESCC5.64e-082.63e-010.0596
55437STRADBP1T-EHumanEsophagusESCC1.95e-031.43e-010.0875
55437STRADBP2T-EHumanEsophagusESCC1.68e-061.13e-010.1177
55437STRADBP4T-EHumanEsophagusESCC1.83e-123.33e-010.1323
55437STRADBP8T-EHumanEsophagusESCC1.15e-071.59e-010.0889
55437STRADBP10T-EHumanEsophagusESCC2.00e-075.11e-020.116
55437STRADBP11T-EHumanEsophagusESCC1.66e-073.34e-010.1426
55437STRADBP12T-EHumanEsophagusESCC1.03e-162.65e-010.1122
55437STRADBP15T-EHumanEsophagusESCC4.06e-037.53e-020.1149
55437STRADBP20T-EHumanEsophagusESCC2.51e-071.30e-010.1124
55437STRADBP22T-EHumanEsophagusESCC1.56e-131.72e-010.1236
55437STRADBP23T-EHumanEsophagusESCC7.95e-132.28e-010.108
55437STRADBP24T-EHumanEsophagusESCC8.37e-111.37e-010.1287
55437STRADBP26T-EHumanEsophagusESCC1.06e-061.52e-010.1276
55437STRADBP27T-EHumanEsophagusESCC7.56e-131.02e-010.1055
55437STRADBP28T-EHumanEsophagusESCC3.56e-041.10e-010.1149
55437STRADBP30T-EHumanEsophagusESCC4.53e-144.08e-010.137
55437STRADBP32T-EHumanEsophagusESCC5.72e-101.98e-010.1666
55437STRADBP36T-EHumanEsophagusESCC1.53e-061.95e-010.1187
55437STRADBP37T-EHumanEsophagusESCC2.25e-139.73e-020.1371
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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
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
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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00380347EsophagusESCCsignal transduction in absence of ligand48/855265/187233.63e-063.97e-0548
GO:00971927EsophagusESCCextrinsic apoptotic signaling pathway in absence of ligand48/855265/187233.63e-063.97e-0548
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:20012394EsophagusESCCregulation of extrinsic apoptotic signaling pathway in absence of ligand30/855243/187231.21e-035.88e-0330
GO:19010992EsophagusESCCnegative regulation of signal transduction in absence of ligand23/855233/187234.57e-031.78e-0223
GO:20012402EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway in absence of ligand23/855233/187234.57e-031.78e-0223
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
STRADBSNVMissense_Mutationnovelc.544C>Tp.His182Tyrp.H182YQ9C0K7protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
STRADBSNVMissense_Mutationc.1225N>Gp.Pro409Alap.P409AQ9C0K7protein_codingtolerated(0.2)benign(0)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
STRADBSNVMissense_Mutationnovelc.1123N>Cp.Glu375Glnp.E375QQ9C0K7protein_codingtolerated(0.68)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STRADBSNVMissense_Mutationc.659N>Gp.Tyr220Cysp.Y220CQ9C0K7protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STRADBSNVMissense_Mutationc.658T>Cp.Tyr220Hisp.Y220HQ9C0K7protein_codingtolerated(0.93)possibly_damaging(0.635)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
STRADBSNVMissense_Mutationnovelc.1219N>Tp.Asp407Tyrp.D407YQ9C0K7protein_codingtolerated(0.08)benign(0.037)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
STRADBSNVMissense_Mutationnovelc.1065N>Tp.Glu355Aspp.E355DQ9C0K7protein_codingtolerated(0.3)possibly_damaging(0.859)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
STRADBSNVMissense_Mutationc.251N>Tp.Thr84Ilep.T84IQ9C0K7protein_codingtolerated(0.07)benign(0.238)TCGA-AG-A01W-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
STRADBSNVMissense_Mutationnovelc.166N>Ap.Ser56Thrp.S56TQ9C0K7protein_codingdeleterious(0.01)benign(0.001)TCGA-EF-5831-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
STRADBSNVMissense_Mutationnovelc.1019N>Ap.Pro340Hisp.P340HQ9C0K7protein_codingtolerated(0.05)probably_damaging(0.921)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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