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: AQR

Gene summary for AQR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AQR

Gene ID

9716

Gene nameaquarius intron-binding spliceosomal factor
Gene AliasIBP160
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024R9L1


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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
9716AQRLZE4THumanEsophagusESCC6.86e-102.02e-010.0811
9716AQRLZE8THumanEsophagusESCC5.46e-048.85e-020.067
9716AQRLZE20THumanEsophagusESCC1.25e-026.34e-020.0662
9716AQRLZE22D1HumanEsophagusHGIN4.94e-021.22e-010.0595
9716AQRLZE24THumanEsophagusESCC7.57e-054.23e-020.0596
9716AQRP1T-EHumanEsophagusESCC1.12e-042.35e-010.0875
9716AQRP2T-EHumanEsophagusESCC6.23e-211.59e-010.1177
9716AQRP4T-EHumanEsophagusESCC1.15e-183.81e-010.1323
9716AQRP5T-EHumanEsophagusESCC1.61e-151.46e-010.1327
9716AQRP8T-EHumanEsophagusESCC2.02e-273.52e-010.0889
9716AQRP9T-EHumanEsophagusESCC2.10e-111.81e-010.1131
9716AQRP10T-EHumanEsophagusESCC8.91e-294.48e-010.116
9716AQRP12T-EHumanEsophagusESCC1.37e-233.23e-010.1122
9716AQRP15T-EHumanEsophagusESCC6.69e-132.42e-010.1149
9716AQRP16T-EHumanEsophagusESCC5.39e-162.55e-010.1153
9716AQRP17T-EHumanEsophagusESCC1.00e-051.60e-010.1278
9716AQRP20T-EHumanEsophagusESCC1.75e-099.91e-020.1124
9716AQRP21T-EHumanEsophagusESCC4.35e-142.09e-010.1617
9716AQRP22T-EHumanEsophagusESCC2.30e-141.71e-010.1236
9716AQRP23T-EHumanEsophagusESCC8.59e-162.71e-010.108
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
GO:00434011ColorectumSERsteroid hormone mediated signaling pathway38/2897136/187231.42e-042.82e-0338
GO:00097551ColorectumSERhormone-mediated signaling pathway49/2897190/187231.54e-043.00e-0349
GO:00713832ColorectumMSScellular response to steroid hormone stimulus72/3467204/187238.87e-095.43e-0772
GO:00434012ColorectumMSSsteroid hormone mediated signaling pathway51/3467136/187231.43e-076.67e-0651
GO:00485452ColorectumMSSresponse to steroid hormone101/3467339/187232.60e-071.10e-05101
GO:00097552ColorectumMSShormone-mediated signaling pathway63/3467190/187239.26e-073.23e-0563
GO:00485453ColorectumMSI-Hresponse to steroid hormone40/1319339/187239.37e-041.64e-0240
GO:00434013ColorectumMSI-Hsteroid hormone mediated signaling pathway19/1319136/187233.19e-033.93e-0219
GO:00097553ColorectumMSI-Hhormone-mediated signaling pathway24/1319190/187233.88e-034.51e-0224
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
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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
AQRSNVMissense_Mutationrs201358907c.1358N>Tp.Pro453Leup.P453LO60306protein_codingdeleterious(0)possibly_damaging(0.813)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
AQRSNVMissense_Mutationc.1507G>Ap.Val503Metp.V503MO60306protein_codingtolerated(0.12)benign(0.049)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AQRSNVMissense_Mutationc.97N>Tp.Pro33Serp.P33SO60306protein_codingtolerated(0.09)benign(0.346)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AQRSNVMissense_Mutationc.3209T>Cp.Ile1070Thrp.I1070TO60306protein_codingdeleterious(0)probably_damaging(0.96)TCGA-E2-A14X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
AQRinsertionIn_Frame_Insnovelc.3382_3383insAAATACATAp.Val1128delinsGluIleHisIlep.V1128delinsEIHIO60306protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AQRSNVMissense_Mutationnovelc.1819N>Ap.Val607Ilep.V607IO60306protein_codingtolerated(0.12)benign(0.288)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AQRSNVMissense_Mutationc.742C>Ap.His248Asnp.H248NO60306protein_codingtolerated(0.51)benign(0.012)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
AQRSNVMissense_Mutationrs780179363c.2291C>Tp.Ala764Valp.A764VO60306protein_codingtolerated(0.38)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AQRSNVMissense_Mutationc.3425N>Ap.Ser1142Asnp.S1142NO60306protein_codingdeleterious(0.01)benign(0.259)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AQRSNVMissense_Mutationc.4408G>Ap.Glu1470Lysp.E1470KO60306protein_codingtolerated_low_confidence(0.21)benign(0)TCGA-Q1-A73O-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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