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: RNF44

Gene summary for RNF44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF44

Gene ID

22838

Gene namering finger protein 44
Gene AliasRNF44
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

A0A024R7Q1


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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
22838RNF44LZE4THumanEsophagusESCC1.70e-051.38e-020.0811
22838RNF44LZE7THumanEsophagusESCC1.29e-027.76e-020.0667
22838RNF44LZE8THumanEsophagusESCC6.94e-089.02e-020.067
22838RNF44LZE24THumanEsophagusESCC1.91e-112.39e-010.0596
22838RNF44LZE21THumanEsophagusESCC1.55e-022.00e-020.0655
22838RNF44LZE6THumanEsophagusESCC8.73e-04-2.15e-020.0845
22838RNF44P1T-EHumanEsophagusESCC3.63e-124.13e-010.0875
22838RNF44P2T-EHumanEsophagusESCC7.28e-245.62e-010.1177
22838RNF44P4T-EHumanEsophagusESCC6.87e-05-1.28e-010.1323
22838RNF44P5T-EHumanEsophagusESCC2.28e-14-5.66e-020.1327
22838RNF44P8T-EHumanEsophagusESCC1.05e-121.22e-010.0889
22838RNF44P9T-EHumanEsophagusESCC3.34e-12-7.45e-020.1131
22838RNF44P10T-EHumanEsophagusESCC1.68e-171.85e-010.116
22838RNF44P12T-EHumanEsophagusESCC3.49e-166.32e-020.1122
22838RNF44P15T-EHumanEsophagusESCC2.16e-262.51e-010.1149
22838RNF44P16T-EHumanEsophagusESCC9.06e-205.59e-020.1153
22838RNF44P17T-EHumanEsophagusESCC2.52e-071.58e-010.1278
22838RNF44P20T-EHumanEsophagusESCC2.27e-121.91e-010.1124
22838RNF44P21T-EHumanEsophagusESCC2.81e-187.77e-020.1617
22838RNF44P22T-EHumanEsophagusESCC1.13e-099.70e-020.1236
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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
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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
RNF44SNVMissense_Mutationnovelc.842N>Cp.Arg281Thrp.R281TQ7L0R7protein_codingdeleterious(0)possibly_damaging(0.58)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF44SNVMissense_Mutationrs368342651c.199N>Ap.Val67Ilep.V67IQ7L0R7protein_codingtolerated_low_confidence(0.55)benign(0.003)TCGA-A6-5666-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF44SNVMissense_Mutationc.1036C>Tp.Arg346Trpp.R346WQ7L0R7protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
RNF44SNVMissense_Mutationc.364C>Tp.Pro122Serp.P122SQ7L0R7protein_codingtolerated(0.8)benign(0.098)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF44SNVMissense_Mutationrs575669062c.232G>Ap.Gly78Argp.G78RQ7L0R7protein_codingtolerated(0.18)benign(0)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF44deletionFrame_Shift_Delrs748776013c.577delNp.Gln193SerfsTer80p.Q193Sfs*80Q7L0R7protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF44insertionFrame_Shift_Insnovelc.577_578insCp.Gln193ProfsTer139p.Q193Pfs*139Q7L0R7protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNF44deletionFrame_Shift_Delrs748776013c.577delCp.Gln193SerfsTer80p.Q193Sfs*80Q7L0R7protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF44SNVMissense_Mutationrs776918972c.1166C>Tp.Ala389Valp.A389VQ7L0R7protein_codingtolerated(0.12)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF44SNVMissense_Mutationc.1161N>Ap.Phe387Leup.F387LQ7L0R7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<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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