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: C19orf10

Gene summary for C19ORF10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C19orf10

Gene ID

56005

Gene namemyeloid derived growth factor
Gene AliasC19orf10
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q969H8


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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
56005C19orf10Pt13.aHumanLiverHCC2.23e-497.84e-010.021
56005C19orf10Pt13.bHumanLiverHCC2.66e-869.72e-010.0251
56005C19orf10Pt13.cHumanLiverHCC2.44e-074.00e-010.0076
56005C19orf10Pt14.aHumanLiverHCC1.06e-247.92e-010.0169
56005C19orf10Pt14.bHumanLiverHCC2.92e-114.04e-010.018
56005C19orf10Pt14.dHumanLiverHCC2.44e-245.11e-010.0143
56005C19orf10GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor6.49e-086.86e-010.1479
56005C19orf10GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.29e-045.53e-010.1531
56005C19orf10GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor5.01e-052.62e-010.1633
56005C19orf10GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor3.65e-042.07e-010.1604
56005C19orf10GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.44e-113.98e-010.1621
56005C19orf10GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.50e-023.19e-010.1619
56005C19orf10GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor4.40e-033.86e-010.159
56005C19orf10GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.33e-032.44e-010.1602
56005C19orf10GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.52e-042.54e-010.1575
56005C19orf10P1_S1_AKHumanSkinAK7.41e-14-3.23e-01-0.3399
56005C19orf10P2_S3_AKHumanSkinAK7.41e-14-3.23e-01-0.3287
56005C19orf10P2_S4_SCCISHumanSkinSCCIS8.14e-13-3.23e-01-0.3043
56005C19orf10P3_S6_AKHumanSkinAK7.41e-14-3.23e-01-0.3256
56005C19orf10P4_S8_cSCCHumanSkincSCC4.57e-07-3.23e-01-0.3095
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
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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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