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: RELL1

Gene summary for RELL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RELL1

Gene ID

768211

Gene nameRELT like 1
Gene AliasRELL1
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q8IUW5


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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
768211RELL1AEH-subject1HumanEndometriumAEH1.36e-031.04e-01-0.3059
768211RELL1AEH-subject5HumanEndometriumAEH5.42e-163.63e-01-0.2953
768211RELL1EEC-subject5HumanEndometriumEEC5.95e-031.56e-01-0.249
768211RELL1LZE4THumanEsophagusESCC2.37e-021.14e-010.0811
768211RELL1LZE7THumanEsophagusESCC8.50e-134.99e-010.0667
768211RELL1LZE8THumanEsophagusESCC4.41e-021.26e-010.067
768211RELL1LZE24THumanEsophagusESCC1.09e-061.71e-010.0596
768211RELL1LZE6THumanEsophagusESCC9.61e-051.97e-010.0845
768211RELL1P1T-EHumanEsophagusESCC2.97e-021.38e-010.0875
768211RELL1P2T-EHumanEsophagusESCC1.25e-265.24e-010.1177
768211RELL1P4T-EHumanEsophagusESCC3.48e-081.89e-010.1323
768211RELL1P5T-EHumanEsophagusESCC9.56e-081.84e-010.1327
768211RELL1P8T-EHumanEsophagusESCC9.20e-061.26e-010.0889
768211RELL1P9T-EHumanEsophagusESCC1.34e-081.82e-010.1131
768211RELL1P10T-EHumanEsophagusESCC1.88e-047.56e-020.116
768211RELL1P11T-EHumanEsophagusESCC3.25e-052.59e-010.1426
768211RELL1P12T-EHumanEsophagusESCC2.03e-092.12e-010.1122
768211RELL1P15T-EHumanEsophagusESCC5.37e-051.45e-010.1149
768211RELL1P16T-EHumanEsophagusESCC1.51e-346.14e-010.1153
768211RELL1P20T-EHumanEsophagusESCC1.66e-051.39e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00328728EndometriumAEHregulation of stress-activated MAPK cascade42/2100192/187231.53e-053.23e-0442
GO:00380665EndometriumAEHp38MAPK cascade18/210055/187231.77e-053.65e-0418
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00703028EndometriumAEHregulation of stress-activated protein kinase signaling cascade42/2100195/187232.27e-054.35e-0442
GO:19007443EndometriumAEHregulation of p38MAPK cascade15/210047/187231.21e-041.67e-0315
GO:19007452EndometriumAEHpositive regulation of p38MAPK cascade10/210032/187231.94e-031.52e-0210
GO:00328743EndometriumAEHpositive regulation of stress-activated MAPK cascade25/2100126/187233.18e-032.24e-0225
GO:00703044EndometriumAEHpositive regulation of stress-activated protein kinase signaling cascade25/2100128/187233.95e-032.65e-0225
GO:003806612EndometriumEECp38MAPK cascade21/216855/187233.30e-071.33e-0521
GO:005140314EndometriumEECstress-activated MAPK cascade55/2168239/187233.98e-071.56e-0555
GO:003109814EndometriumEECstress-activated protein kinase signaling cascade56/2168247/187235.25e-072.00e-0556
GO:003287214EndometriumEECregulation of stress-activated MAPK cascade46/2168192/187231.06e-063.56e-0546
GO:007030214EndometriumEECregulation of stress-activated protein kinase signaling cascade46/2168195/187231.67e-065.12e-0546
GO:190074411EndometriumEECregulation of p38MAPK cascade18/216847/187232.16e-066.41e-0518
GO:004341011EndometriumEECpositive regulation of MAPK cascade89/2168480/187234.21e-061.08e-0489
GO:19007451EndometriumEECpositive regulation of p38MAPK cascade12/216832/187231.37e-041.78e-0312
GO:003287411EndometriumEECpositive regulation of stress-activated MAPK cascade27/2168126/187231.09e-039.43e-0327
GO:007030411EndometriumEECpositive regulation of stress-activated protein kinase signaling cascade27/2168128/187231.39e-031.14e-0227
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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
RELL1insertionNonsense_Mutationnovelc.199_200insGGAATTAAACTTTCTAGGTTTGGAp.Phe67delinsTrpAsnTerThrPheTerValTrpIlep.F67delinsWN*TF*VWIQ8IUW5protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RELL1SNVMissense_Mutationrs200794467c.580N>Tp.Arg194Trpp.R194WQ8IUW5protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
RELL1SNVMissense_Mutationc.377N>Cp.Lys126Thrp.K126TQ8IUW5protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RELL1SNVMissense_Mutationc.739T>Cp.Ser247Prop.S247PQ8IUW5protein_codingtolerated(0.07)probably_damaging(0.915)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RELL1insertionIn_Frame_Insnovelc.399_400insAAAATAACTATAGTGp.Val133_Leu134insLysIleThrIleValp.V133_L134insKITIVQ8IUW5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RELL1SNVMissense_Mutationc.664G>Ap.Val222Ilep.V222IQ8IUW5protein_codingtolerated(0.08)benign(0.35)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RELL1SNVMissense_Mutationrs761509237c.289G>Ap.Glu97Lysp.E97KQ8IUW5protein_codingdeleterious(0.01)benign(0.207)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RELL1SNVMissense_Mutationrs776975272c.361N>Ap.Val121Ilep.V121IQ8IUW5protein_codingtolerated(0.14)benign(0.019)TCGA-D1-A163-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
RELL1SNVMissense_Mutationrs763387307c.523N>Ap.Val175Ilep.V175IQ8IUW5protein_codingtolerated(0.71)benign(0)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RELL1SNVMissense_Mutationc.778G>Cp.Ala260Prop.A260PQ8IUW5protein_codingtolerated(0.2)possibly_damaging(0.48)TCGA-18-3415-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapynavelbineCR
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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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