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: HDGFL2

Gene summary for HDGFL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDGFL2

Gene ID

84717

Gene nameHDGF like 2
Gene AliasHDGF-2
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q7Z4V5


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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
84717HDGFL2S014HumanLiverHCC6.64e-155.35e-010.2254
84717HDGFL2S015HumanLiverHCC2.08e-073.84e-010.2375
84717HDGFL2S016HumanLiverHCC3.78e-123.82e-010.2243
84717HDGFL2S027HumanLiverHCC4.81e-117.71e-010.2446
84717HDGFL2S028HumanLiverHCC9.05e-237.26e-010.2503
84717HDGFL2S029HumanLiverHCC7.52e-186.46e-010.2581
84717HDGFL2male-WTAHumanThyroidPTC5.88e-091.61e-010.1037
84717HDGFL2PTC01HumanThyroidPTC2.61e-102.26e-010.1899
84717HDGFL2PTC04HumanThyroidPTC5.71e-102.15e-010.1927
84717HDGFL2PTC05HumanThyroidPTC6.73e-216.17e-010.2065
84717HDGFL2PTC06HumanThyroidPTC6.91e-418.47e-010.2057
84717HDGFL2PTC07HumanThyroidPTC4.37e-346.15e-010.2044
84717HDGFL2ATC09HumanThyroidATC2.42e-114.03e-010.2871
84717HDGFL2ATC11HumanThyroidATC5.35e-044.72e-010.3386
84717HDGFL2ATC12HumanThyroidATC5.71e-102.25e-010.34
84717HDGFL2ATC13HumanThyroidATC4.07e-529.87e-010.34
84717HDGFL2ATC1HumanThyroidATC1.33e-135.16e-010.2878
84717HDGFL2ATC2HumanThyroidATC3.39e-191.20e+000.34
84717HDGFL2ATC3HumanThyroidATC6.22e-032.95e-010.338
84717HDGFL2ATC4HumanThyroidATC6.15e-143.08e-010.34
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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
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
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:003030711LiverHCCpositive regulation of cell growth88/7958166/187233.95e-031.74e-0288
GO:004592711LiverHCCpositive regulation of growth128/7958259/187231.41e-024.99e-02128
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:003030718ThyroidPTCpositive regulation of cell growth71/5968166/187231.98e-031.06e-0271
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
GO:003030719ThyroidATCpositive regulation of cell growth74/6293166/187232.06e-039.73e-0374
GO:004592720ThyroidATCpositive regulation of growth106/6293259/187237.90e-033.06e-02106
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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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