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: RAI14

Gene summary for RAI14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAI14

Gene ID

26064

Gene nameretinoic acid induced 14
Gene AliasNORPEG
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9P0K7


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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
26064RAI14P12T-EHumanEsophagusESCC2.29e-427.76e-010.1122
26064RAI14P15T-EHumanEsophagusESCC4.40e-215.67e-010.1149
26064RAI14P16T-EHumanEsophagusESCC3.28e-141.82e-010.1153
26064RAI14P17T-EHumanEsophagusESCC1.88e-241.03e+000.1278
26064RAI14P19T-EHumanEsophagusESCC5.66e-127.16e-010.1662
26064RAI14P20T-EHumanEsophagusESCC8.91e-031.62e-010.1124
26064RAI14P21T-EHumanEsophagusESCC2.02e-061.83e-010.1617
26064RAI14P22T-EHumanEsophagusESCC3.11e-194.33e-010.1236
26064RAI14P23T-EHumanEsophagusESCC1.03e-371.01e+000.108
26064RAI14P24T-EHumanEsophagusESCC1.23e-348.43e-010.1287
26064RAI14P26T-EHumanEsophagusESCC2.12e-244.66e-010.1276
26064RAI14P27T-EHumanEsophagusESCC1.76e-122.43e-010.1055
26064RAI14P28T-EHumanEsophagusESCC4.13e-112.10e-010.1149
26064RAI14P30T-EHumanEsophagusESCC2.15e-179.16e-010.137
26064RAI14P31T-EHumanEsophagusESCC3.57e-499.18e-010.1251
26064RAI14P32T-EHumanEsophagusESCC6.28e-581.17e+000.1666
26064RAI14P36T-EHumanEsophagusESCC2.30e-217.28e-010.1187
26064RAI14P37T-EHumanEsophagusESCC1.92e-409.97e-010.1371
26064RAI14P38T-EHumanEsophagusESCC8.13e-041.77e-010.127
26064RAI14P39T-EHumanEsophagusESCC2.78e-388.15e-010.0894
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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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
RAI14SNVMissense_Mutationc.2530N>Gp.Leu844Valp.L844VQ9P0K7protein_codingdeleterious(0.01)benign(0.007)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAI14SNVMissense_Mutationc.1834A>Tp.Met612Leup.M612LQ9P0K7protein_codingtolerated(0.2)benign(0.005)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAI14SNVMissense_Mutationc.863N>Gp.Leu288Trpp.L288WQ9P0K7protein_codingtolerated(0.08)probably_damaging(0.952)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAI14SNVMissense_Mutationc.1606A>Cp.Asn536Hisp.N536HQ9P0K7protein_codingdeleterious(0.01)benign(0.232)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RAI14SNVMissense_Mutationc.770N>Cp.Lys257Thrp.K257TQ9P0K7protein_codingdeleterious(0.03)benign(0.261)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RAI14SNVMissense_Mutationrs752872802c.849N>Gp.Ile283Metp.I283MQ9P0K7protein_codingdeleterious(0.02)possibly_damaging(0.468)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAI14insertionFrame_Shift_Insnovelc.1343_1344insCATATGGGATGACATTCCATTTATAGGAATTCTAp.Leu448PhefsTer16p.L448Ffs*16Q9P0K7protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RAI14SNVMissense_Mutationc.1911N>Ap.Met637Ilep.M637IQ9P0K7protein_codingdeleterious(0)possibly_damaging(0.675)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAI14SNVMissense_Mutationc.2703G>Cp.Leu901Phep.L901FQ9P0K7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A9UY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RAI14insertionIn_Frame_Insnovelc.1221_1222insCCGp.Thr407_Ser408insProp.T407_S408insPQ9P0K7protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
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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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