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: C19orf48

Gene summary for C19ORF48

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C19orf48

Gene ID

84798

Gene namemultidrug resistance-related protein
Gene AliasCA916798
Cytomap19q13.33
Gene Typepseudo
GO ID

NA

UniProtAcc

NA


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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
84798C19orf48AEH-subject1HumanEndometriumAEH2.12e-03-2.05e-01-0.3059
84798C19orf48AEH-subject2HumanEndometriumAEH9.04e-04-1.89e-01-0.2525
84798C19orf48AEH-subject3HumanEndometriumAEH1.85e-02-1.81e-01-0.2576
84798C19orf48AEH-subject4HumanEndometriumAEH3.20e-04-2.53e-01-0.2657
84798C19orf48AEH-subject5HumanEndometriumAEH1.10e-13-4.32e-01-0.2953
84798C19orf48EEC-subject1HumanEndometriumEEC7.04e-06-2.53e-01-0.2682
84798C19orf48EEC-subject3HumanEndometriumEEC1.61e-13-3.88e-01-0.2525
84798C19orf48EEC-subject4HumanEndometriumEEC1.76e-10-3.92e-01-0.2571
84798C19orf48EEC-subject5HumanEndometriumEEC8.60e-03-2.18e-01-0.249
84798C19orf48GSM5276934HumanEndometriumEEC6.46e-09-3.44e-01-0.0913
84798C19orf48GSM5276935HumanEndometriumEEC6.76e-05-3.18e-01-0.123
84798C19orf48GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.29e-20-2.76e-01-0.1869
84798C19orf48GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.12e-22-3.46e-01-0.1875
84798C19orf48GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.05e-20-3.03e-01-0.1883
84798C19orf48GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.70e-22-4.20e-01-0.1934
84798C19orf48GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.32e-24-3.47e-01-0.1917
84798C19orf48GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.49e-28-3.44e-01-0.1916
84798C19orf48LZE2THumanEsophagusESCC4.38e-043.08e-010.082
84798C19orf48LZE4THumanEsophagusESCC7.98e-081.47e-010.0811
84798C19orf48LZE7THumanEsophagusESCC5.48e-094.67e-010.0667
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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
C19orf48SNVMissense_Mutationc.259N>Cp.Glu87Glnp.E87QQ6RUI8protein_codingtolerated_low_confidence(0.6)benign(0.005)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
C19orf48insertionIn_Frame_Insnovelc.40_41insGGTCACp.Thr14delinsArgSerProp.T14delinsRSPQ6RUI8protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
C19orf48SNVMissense_Mutationrs752200266c.292G>Ap.Ala98Thrp.A98TQ6RUI8protein_codingtolerated_low_confidence(1)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
C19orf48SNVMissense_Mutationc.208C>Tp.Leu70Phep.L70FQ6RUI8protein_codingtolerated_low_confidence(0.17)possibly_damaging(0.775)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
C19orf48deletionFrame_Shift_Delnovelc.352delTp.Ter118GlufsTer35p.*118Efs*35Q6RUI8protein_codingTCGA-G3-A7M5-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
C19orf48SNVMissense_Mutationnovelc.14N>Tp.Glu5Valp.E5VQ6RUI8protein_codingdeleterious_low_confidence(0)benign(0.148)TCGA-52-7622-01Lunglung squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
C19orf48SNVMissense_Mutationnovelc.191G>Tp.Gly64Valp.G64VQ6RUI8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.783)TCGA-98-A538-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
C19orf48SNVMissense_Mutationnovelc.310N>Tp.Gly104Trpp.G104WQ6RUI8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.906)TCGA-NC-A5HF-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
C19orf48SNVMissense_Mutationc.314N>Cp.Val105Alap.V105AQ6RUI8protein_codingdeleterious_low_confidence(0)benign(0.006)TCGA-B7-5816-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
C19orf48deletionFrame_Shift_Delnovelc.298_334delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Pro100GlyfsTer41p.P100Gfs*41Q6RUI8protein_codingTCGA-IP-7968-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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