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: HDGFL3

Gene summary for HDGFL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDGFL3

Gene ID

50810

Gene nameHDGF like 3
Gene AliasCGI-142
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R216


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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
50810HDGFL3LZE2THumanEsophagusESCC3.94e-076.95e-010.082
50810HDGFL3LZE4THumanEsophagusESCC2.35e-124.15e-010.0811
50810HDGFL3LZE7THumanEsophagusESCC5.23e-199.14e-010.0667
50810HDGFL3LZE8THumanEsophagusESCC2.72e-031.89e-010.067
50810HDGFL3LZE24THumanEsophagusESCC1.28e-071.99e-010.0596
50810HDGFL3LZE6THumanEsophagusESCC9.61e-053.11e-010.0845
50810HDGFL3male-WTAHumanThyroidPTC2.53e-273.46e-010.1037
50810HDGFL3PTC01HumanThyroidPTC2.71e-092.47e-010.1899
50810HDGFL3PTC03HumanThyroidPTC3.54e-032.01e-010.1784
50810HDGFL3PTC04HumanThyroidPTC5.13e-223.77e-010.1927
50810HDGFL3PTC05HumanThyroidPTC2.38e-236.27e-010.2065
50810HDGFL3PTC06HumanThyroidPTC1.62e-418.25e-010.2057
50810HDGFL3PTC07HumanThyroidPTC2.83e-295.89e-010.2044
50810HDGFL3ATC09HumanThyroidATC2.26e-062.81e-010.2871
50810HDGFL3ATC11HumanThyroidATC9.94e-098.01e-010.3386
50810HDGFL3ATC12HumanThyroidATC1.72e-285.08e-010.34
50810HDGFL3ATC13HumanThyroidATC4.01e-711.20e+000.34
50810HDGFL3ATC1HumanThyroidATC1.52e-063.11e-010.2878
50810HDGFL3ATC2HumanThyroidATC8.62e-271.40e+000.34
50810HDGFL3ATC3HumanThyroidATC6.48e-065.18e-010.338
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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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00311104EsophagusESCCregulation of microtubule polymerization or depolymerization57/855288/187232.32e-041.44e-0357
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:0022411113ThyroidPTCcellular component disassembly232/5968443/187231.36e-191.75e-17232
GO:1902903113ThyroidPTCregulation of supramolecular fiber organization202/5968383/187231.16e-171.15e-15202
GO:0051258113ThyroidPTCprotein polymerization154/5968297/187235.35e-132.66e-11154
GO:0032984110ThyroidPTCprotein-containing complex disassembly114/5968224/187232.26e-096.33e-08114
GO:0010639112ThyroidPTCnegative regulation of organelle organization163/5968348/187233.04e-098.39e-08163
GO:007050717ThyroidPTCregulation of microtubule cytoskeleton organization80/5968148/187231.79e-084.19e-0780
GO:1902904111ThyroidPTCnegative regulation of supramolecular fiber organization78/5968167/187234.16e-053.80e-0478
GO:00328866ThyroidPTCregulation of microtubule-based process105/5968240/187236.91e-056.03e-04105
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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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