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: SP2

Gene summary for SP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SP2

Gene ID

6668

Gene nameSp2 transcription factor
Gene AliasSP2
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q02086


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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
6668SP2LZE4THumanEsophagusESCC8.55e-091.70e-010.0811
6668SP2LZE8THumanEsophagusESCC3.33e-028.88e-020.067
6668SP2LZE24THumanEsophagusESCC1.83e-092.13e-010.0596
6668SP2LZE21THumanEsophagusESCC2.46e-052.67e-010.0655
6668SP2P1T-EHumanEsophagusESCC1.11e-053.33e-010.0875
6668SP2P2T-EHumanEsophagusESCC5.79e-192.59e-010.1177
6668SP2P4T-EHumanEsophagusESCC5.86e-081.77e-010.1323
6668SP2P5T-EHumanEsophagusESCC7.06e-096.78e-020.1327
6668SP2P8T-EHumanEsophagusESCC1.21e-153.35e-010.0889
6668SP2P9T-EHumanEsophagusESCC1.76e-041.10e-010.1131
6668SP2P10T-EHumanEsophagusESCC2.19e-182.01e-010.116
6668SP2P11T-EHumanEsophagusESCC2.16e-063.30e-010.1426
6668SP2P12T-EHumanEsophagusESCC1.08e-182.80e-010.1122
6668SP2P15T-EHumanEsophagusESCC3.46e-102.25e-010.1149
6668SP2P16T-EHumanEsophagusESCC4.54e-162.13e-010.1153
6668SP2P17T-EHumanEsophagusESCC1.65e-052.06e-010.1278
6668SP2P19T-EHumanEsophagusESCC3.63e-042.50e-010.1662
6668SP2P20T-EHumanEsophagusESCC8.04e-152.29e-010.1124
6668SP2P21T-EHumanEsophagusESCC3.45e-112.12e-010.1617
6668SP2P22T-EHumanEsophagusESCC5.57e-101.33e-010.1236
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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
∗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:190589712LiverHCCregulation of response to endoplasmic reticulum stress62/795882/187231.06e-093.23e-0862
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:007138322LiverHCCcellular response to steroid hormone stimulus128/7958204/187233.92e-091.04e-07128
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:003367322LiverHCCnegative regulation of kinase activity144/7958237/187239.76e-092.45e-07144
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:00439671LiverHCChistone H4 acetylation50/795867/187239.14e-081.82e-0650
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:015011522LiverHCCcell-substrate junction organization69/7958101/187231.36e-072.57e-0669
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:00165742LiverHCChistone ubiquitination37/795847/187234.37e-077.23e-0637
GO:000646912LiverHCCnegative regulation of protein kinase activity126/7958212/187234.55e-077.49e-06126
GO:190357312LiverHCCnegative regulation of response to endoplasmic reticulum stress35/795844/187235.70e-079.03e-0635
GO:000704422LiverHCCcell-substrate junction assembly64/795895/187238.33e-071.28e-0564
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:007084911LiverHCCresponse to epidermal growth factor37/795849/187232.70e-063.61e-0537
GO:004340121LiverHCCsteroid hormone mediated signaling pathway84/7958136/187234.42e-065.62e-0584
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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
SP2DIFSkincSCCMT1M,NOS1AP,TBC1D31, etc.3.96e-01The 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.
SP2GCStomachCAGZNRD1,AC010642.1,RAB3IP, etc.1.76e-02The 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.
SP2BMEMStomachHealthyZNRD1,AC010642.1,RAB3IP, etc.1.22e-02The 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.
SP2TREGStomachSIMZNRD1,AC010642.1,RAB3IP, etc.6.08e-02The 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.
SP2BNStomachSIMZNRD1,AC010642.1,RAB3IP, etc.2.22e-02The 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.
∗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
SP2SNVMissense_Mutationc.1657C>Tp.Arg553Trpp.R553WQ02086protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
SP2SNVMissense_Mutationnovelc.1277N>Tp.Ala426Valp.A426VQ02086protein_codingdeleterious(0.03)benign(0.039)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SP2SNVMissense_Mutationnovelc.1249N>Tp.Pro417Serp.P417SQ02086protein_codingdeleterious(0.02)benign(0.355)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SP2deletionFrame_Shift_Delnovelc.831delNp.Ile278SerfsTer117p.I278Sfs*117Q02086protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SP2deletionFrame_Shift_Delc.1113delNp.Pro373GlnfsTer22p.P373Qfs*22Q02086protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SP2SNVMissense_Mutationc.787G>Ap.Glu263Lysp.E263KQ02086protein_codingdeleterious(0.05)possibly_damaging(0.551)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SP2SNVMissense_Mutationc.1504N>Tp.Arg502Cysp.R502CQ02086protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SP2SNVMissense_Mutationnovelc.1738N>Gp.Thr580Alap.T580AQ02086protein_codingdeleterious(0)possibly_damaging(0.602)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SP2SNVMissense_Mutationc.529G>Ap.Val177Ilep.V177IQ02086protein_codingtolerated(0.06)possibly_damaging(0.69)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SP2SNVMissense_Mutationc.401C>Tp.Ala134Valp.A134VQ02086protein_codingtolerated(1)benign(0.001)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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