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: RNFT1

Gene summary for RNFT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNFT1

Gene ID

51136

Gene namering finger protein, transmembrane 1
Gene AliasPTD016
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5M7Z0


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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
51136RNFT1LZE4THumanEsophagusESCC7.17e-072.41e-010.0811
51136RNFT1LZE24THumanEsophagusESCC7.34e-347.49e-010.0596
51136RNFT1LZE21THumanEsophagusESCC8.92e-031.86e-010.0655
51136RNFT1LZE6THumanEsophagusESCC1.24e-021.68e-010.0845
51136RNFT1P1T-EHumanEsophagusESCC5.72e-042.39e-010.0875
51136RNFT1P2T-EHumanEsophagusESCC3.47e-163.24e-010.1177
51136RNFT1P4T-EHumanEsophagusESCC2.63e-062.02e-010.1323
51136RNFT1P5T-EHumanEsophagusESCC2.59e-035.28e-020.1327
51136RNFT1P8T-EHumanEsophagusESCC2.66e-071.93e-010.0889
51136RNFT1P9T-EHumanEsophagusESCC6.00e-081.81e-010.1131
51136RNFT1P10T-EHumanEsophagusESCC8.17e-091.67e-010.116
51136RNFT1P11T-EHumanEsophagusESCC2.46e-093.29e-010.1426
51136RNFT1P12T-EHumanEsophagusESCC2.95e-173.94e-010.1122
51136RNFT1P15T-EHumanEsophagusESCC4.52e-051.60e-010.1149
51136RNFT1P16T-EHumanEsophagusESCC5.51e-184.13e-010.1153
51136RNFT1P20T-EHumanEsophagusESCC2.14e-173.54e-010.1124
51136RNFT1P21T-EHumanEsophagusESCC2.78e-122.88e-010.1617
51136RNFT1P22T-EHumanEsophagusESCC2.22e-223.73e-010.1236
51136RNFT1P23T-EHumanEsophagusESCC1.32e-306.37e-010.108
51136RNFT1P24T-EHumanEsophagusESCC7.47e-041.32e-010.1287
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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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:1905897111EsophagusESCCregulation of response to endoplasmic reticulum stress63/855282/187238.16e-091.66e-0763
GO:190589813EsophagusESCCpositive regulation of response to endoplasmic reticulum stress29/855235/187236.61e-066.75e-0529
GO:19042943EsophagusESCCpositive regulation of ERAD pathway13/855214/187233.02e-041.81e-0313
GO:00518658EsophagusESCCprotein autoubiquitination47/855273/187239.72e-044.93e-0347
GO:19042922EsophagusESCCregulation of ERAD pathway16/855220/187231.85e-038.40e-0316
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
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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
RNFT1SNVMissense_Mutationnovelc.515N>Ap.Gly172Glup.G172EQ5M7Z0protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNFT1SNVMissense_Mutationc.1095N>Cp.Lys365Asnp.K365NQ5M7Z0protein_codingtolerated(0.13)possibly_damaging(0.543)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RNFT1SNVMissense_Mutationc.98N>Gp.Lys33Argp.K33RQ5M7Z0protein_codingtolerated(0.29)benign(0.037)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNFT1SNVMissense_Mutationnovelc.1205G>Tp.Trp402Leup.W402LQ5M7Z0protein_codingdeleterious(0)possibly_damaging(0.783)TCGA-LL-A5YN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
RNFT1insertionNonsense_Mutationnovelc.168_169insCAAACTTGTTATGCAGCATATAACAGGTAGGp.Ala57GlnfsTer10p.A57Qfs*10Q5M7Z0protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNFT1insertionIn_Frame_Insnovelc.1181_1182insGAAp.Phe394delinsLeuAsnp.F394delinsLNQ5M7Z0protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RNFT1insertionNonsense_Mutationnovelc.1180_1181insAAGACAAAAGCTAAACTAGCAAAp.Phe394Terp.F394*Q5M7Z0protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RNFT1SNVMissense_Mutationnovelc.91N>Ap.Glu31Lysp.E31KQ5M7Z0protein_codingtolerated(0.62)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
RNFT1SNVMissense_Mutationc.557N>Tp.Ala186Valp.A186VQ5M7Z0protein_codingtolerated(0.22)benign(0.152)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNFT1SNVMissense_Mutationc.121A>Gp.Asn41Aspp.N41DQ5M7Z0protein_codingtolerated(0.33)benign(0.003)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=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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