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: H19

Gene summary for H19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H19

Gene ID

283120

Gene nameH19 imprinted maternally expressed transcript
Gene AliasASM
Cytomap11p15.5
Gene TypencRNA
GO ID

GO:0000302

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
283120H19LZE2DHumanEsophagusHGIN5.68e-152.80e+000.0642
283120H19LZE2THumanEsophagusESCC1.80e-111.16e+000.082
283120H19LZE8THumanEsophagusESCC9.77e-065.77e-010.067
283120H19LZE22D1HumanEsophagusHGIN1.88e-189.45e-010.0595
283120H19LZE22THumanEsophagusESCC6.43e-201.91e+000.068
283120H19LZE24THumanEsophagusESCC7.41e-138.11e-010.0596
283120H19S41HumanLiverCirrhotic2.57e-023.84e-01-0.0343
283120H19S42HumanLiverHCC1.82e-026.56e-01-0.0103
283120H19S43HumanLiverCirrhotic1.60e-147.05e-01-0.0187
283120H19HCC1HumanLiverHCC3.29e-073.70e+000.5336
283120H19HCC2HumanLiverHCC2.13e-195.03e+000.5341
283120H19RNA-P17T-P17T-2HumanLungIAC2.13e-038.29e-010.3371
283120H19RNA-P17T-P17T-6HumanLungIAC4.71e-028.38e-010.3385
283120H19RNA-P17T-P17T-8HumanLungIAC5.44e-061.01e+000.3329
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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
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
∗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:004603427EsophagusHGINATP metabolic process101/2587277/187231.53e-211.02e-18101
GO:000914419EsophagusHGINpurine nucleoside triphosphate metabolic process36/258788/187233.49e-103.05e-0836
GO:000914518EsophagusHGINpurine nucleoside triphosphate biosynthetic process31/258769/187233.51e-103.05e-0831
GO:000920618EsophagusHGINpurine ribonucleoside triphosphate biosynthetic process30/258768/187231.16e-099.27e-0830
GO:000920518EsophagusHGINpurine ribonucleoside triphosphate metabolic process33/258782/187233.10e-092.27e-0733
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:000675417EsophagusHGINATP biosynthetic process26/258757/187236.19e-094.04e-0726
GO:000920117EsophagusHGINribonucleoside triphosphate biosynthetic process30/258774/187231.30e-088.15e-0730
GO:000914120EsophagusHGINnucleoside triphosphate metabolic process39/2587112/187231.56e-089.53e-0739
GO:000919917EsophagusHGINribonucleoside triphosphate metabolic process33/258789/187233.42e-081.97e-0633
GO:000914218EsophagusHGINnucleoside triphosphate biosynthetic process32/258785/187233.61e-082.04e-0632
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:003459926EsophagusHGINcellular response to oxidative stress65/2587288/187233.42e-058.66e-0465
GO:000915219EsophagusHGINpurine ribonucleotide biosynthetic process43/2587169/187233.94e-059.74e-0443
GO:000030226EsophagusHGINresponse to reactive oxygen species52/2587222/187237.30e-051.66e-0352
GO:004639019EsophagusHGINribose phosphate biosynthetic process46/2587190/187238.06e-051.79e-0346
GO:004593626EsophagusHGINnegative regulation of phosphate metabolic process89/2587441/187231.24e-042.54e-0389
GO:001056326EsophagusHGINnegative regulation of phosphorus metabolic process89/2587442/187231.34e-042.71e-0389
GO:007252216EsophagusHGINpurine-containing compound biosynthetic process47/2587200/187231.46e-042.91e-0347
GO:000616416EsophagusHGINpurine nucleotide biosynthetic process45/2587191/187231.87e-043.52e-0345
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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
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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
283120H19CLINICALLY ACTIONABLEPlatinum compounds26729200
283120H19CLINICALLY ACTIONABLEHORMONES8785513
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