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:000914212LiverHCCnucleoside triphosphate biosynthetic process57/795885/187234.10e-065.27e-0557
GO:000915212LiverHCCpurine ribonucleotide biosynthetic process101/7958169/187234.30e-065.50e-05101
GO:00091995LiverHCCribonucleoside triphosphate metabolic process58/795889/187231.31e-051.45e-0458
GO:000914412LiverHCCpurine nucleoside triphosphate metabolic process57/795888/187232.03e-052.17e-0457
GO:007252212LiverHCCpurine-containing compound biosynthetic process114/7958200/187232.36e-052.49e-04114
GO:003105021LiverHCCdsRNA processing38/795854/187233.15e-053.21e-0438
GO:007091821LiverHCCproduction of small RNA involved in gene silencing by RNA38/795854/187233.15e-053.21e-0438
GO:00092015LiverHCCribonucleoside triphosphate biosynthetic process49/795874/187233.21e-053.26e-0449
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
GO:190357822LiverHCCregulation of ATP metabolic process55/795887/187237.67e-056.85e-0455
GO:199074812LiverHCCcellular detoxification70/7958116/187237.87e-057.02e-0470
GO:009723712LiverHCCcellular response to toxic substance74/7958124/187238.36e-057.36e-0474
GO:003519621LiverHCCproduction of miRNAs involved in gene silencing by miRNA36/795852/187238.79e-057.66e-0436
GO:000920512LiverHCCpurine ribonucleoside triphosphate metabolic process52/795882/187231.06e-049.08e-0452
GO:000616412LiverHCCpurine nucleotide biosynthetic process107/7958191/187231.08e-049.22e-04107
GO:000914512LiverHCCpurine nucleoside triphosphate biosynthetic process45/795869/187231.16e-049.80e-0445
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
GO:000920612LiverHCCpurine ribonucleoside triphosphate biosynthetic process44/795868/187231.80e-041.41e-0344
GO:200037912LiverHCCpositive regulation of reactive oxygen species metabolic process47/795876/187235.19e-043.38e-0347
GO:00067545LiverHCCATP biosynthetic process37/795857/187235.28e-043.42e-0337
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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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