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: DPYSL2

Gene summary for DPYSL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPYSL2

Gene ID

1808

Gene namedihydropyrimidinase like 2
Gene AliasCRMP-2
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A1C7CYX9


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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
1808DPYSL2P2T-EHumanEsophagusESCC1.13e-112.79e-010.1177
1808DPYSL2P4T-EHumanEsophagusESCC2.72e-112.48e-010.1323
1808DPYSL2P9T-EHumanEsophagusESCC1.23e-032.23e-010.1131
1808DPYSL2P10T-EHumanEsophagusESCC3.63e-264.28e-010.116
1808DPYSL2P11T-EHumanEsophagusESCC1.77e-052.82e-010.1426
1808DPYSL2P12T-EHumanEsophagusESCC5.70e-031.16e-010.1122
1808DPYSL2P15T-EHumanEsophagusESCC1.28e-023.16e-020.1149
1808DPYSL2P16T-EHumanEsophagusESCC1.87e-264.05e-010.1153
1808DPYSL2P19T-EHumanEsophagusESCC1.27e-025.30e-010.1662
1808DPYSL2P20T-EHumanEsophagusESCC4.10e-091.83e-010.1124
1808DPYSL2P21T-EHumanEsophagusESCC7.31e-153.18e-010.1617
1808DPYSL2P22T-EHumanEsophagusESCC4.63e-081.42e-010.1236
1808DPYSL2P24T-EHumanEsophagusESCC2.28e-048.52e-020.1287
1808DPYSL2P26T-EHumanEsophagusESCC3.98e-041.14e-010.1276
1808DPYSL2P27T-EHumanEsophagusESCC2.83e-046.61e-020.1055
1808DPYSL2P30T-EHumanEsophagusESCC3.14e-074.38e-010.137
1808DPYSL2P31T-EHumanEsophagusESCC3.96e-048.71e-020.1251
1808DPYSL2P32T-EHumanEsophagusESCC4.06e-101.54e-010.1666
1808DPYSL2P37T-EHumanEsophagusESCC7.47e-081.02e-010.1371
1808DPYSL2P42T-EHumanEsophagusESCC5.12e-082.45e-010.1175
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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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:004867517ThyroidPTCaxon extension63/5968120/187232.14e-062.89e-0563
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:004858819ThyroidPTCdevelopmental cell growth106/5968234/187231.07e-051.19e-04106
GO:006056018ThyroidPTCdevelopmental growth involved in morphogenesis105/5968234/187231.94e-051.98e-04105
GO:199013817ThyroidPTCneuron projection extension81/5968172/187232.07e-052.08e-0481
GO:000836115ThyroidPTCregulation of cell size83/5968181/187235.45e-054.84e-0483
GO:00305167ThyroidPTCregulation of axon extension47/596895/187232.60e-041.86e-0347
GO:00613873ThyroidPTCregulation of extent of cell growth52/5968110/187235.20e-043.37e-0352
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
DPYSL2SNVMissense_Mutationrs143980725c.892G>Ap.Ala298Thrp.A298Tprotein_codingdeleterious(0)probably_damaging(0.986)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
DPYSL2SNVMissense_Mutationc.851G>Ap.Cys284Tyrp.C284Yprotein_codingdeleterious(0.03)benign(0)TCGA-BH-A0BC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DPYSL2SNVMissense_Mutationc.513N>Gp.Ile171Metp.I171Mprotein_codingtolerated(0.39)possibly_damaging(0.541)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPYSL2SNVMissense_Mutationnovelc.1622N>Ap.Gly541Aspp.G541Dprotein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPYSL2SNVMissense_Mutationrs779134278c.1633C>Tp.Arg545Cysp.R545Cprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DPYSL2SNVMissense_Mutationrs774132967c.538N>Tp.Arg180Cysp.R180Cprotein_codingtolerated(0.15)benign(0.009)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DPYSL2SNVMissense_Mutationnovelc.1546A>Cp.Ile516Leup.I516Lprotein_codingtolerated(0.16)possibly_damaging(0.87)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DPYSL2SNVMissense_Mutationc.517N>Ap.Gly173Argp.G173Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DPYSL2SNVMissense_Mutationnovelc.1117C>Tp.Arg373Trpp.R373Wprotein_codingdeleterious(0)possibly_damaging(0.791)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DPYSL2SNVMissense_Mutationc.730G>Ap.Val244Metp.V244Mprotein_codingtolerated(0.08)benign(0.017)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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
1808DPYSL2NALACOSAMIDEERLOSAMIDE
1808DPYSL2NALacosamideERLOSAMIDE
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