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: SMA5

Gene summary for SMA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMA5

Gene ID

11042

Gene nameGUSB pseudogene 15
Gene AliasSMA5
Cytomap5q13.2
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
11042SMA5HCC1HumanLiverHCC1.89e-021.94e+000.5336
11042SMA5HCC2HumanLiverHCC3.10e-111.87e+000.5341
11042SMA5HCC5HumanLiverHCC8.51e-119.56e-010.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:00431613ColorectumMSI-Hproteasome-mediated ubiquitin-dependent protein catabolic process53/1319412/187231.51e-056.62e-0453
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:00431617LiverNAFLDproteasome-mediated ubiquitin-dependent protein catabolic process91/1882412/187233.00e-131.75e-1091
GO:00104987LiverNAFLDproteasomal protein catabolic process101/1882490/187231.35e-126.09e-10101
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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
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