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: SMEK2

Gene summary for SMEK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMEK2

Gene ID

57223

Gene nameprotein phosphatase 4 regulatory subunit 3B
Gene AliasFLFL2
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q5MIZ7


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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
57223SMEK2GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor1.14e-066.73e-010.1557
57223SMEK2GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.29e-045.47e-010.159
57223SMEK2GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor1.33e-046.14e-010.156
57223SMEK2GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor6.49e-087.17e-010.1479
57223SMEK2GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor7.14e-065.63e-010.1531
57223SMEK2GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.28e-308.57e-010.1633
57223SMEK2GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor5.61e-195.76e-010.1608
57223SMEK2GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor8.77e-196.50e-010.1604
57223SMEK2GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.39e-134.59e-010.1621
57223SMEK2GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor1.83e-096.21e-010.1619
57223SMEK2GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor3.79e-097.03e-010.159
57223SMEK2GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor9.38e-115.08e-010.1602
57223SMEK2GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.14e-065.65e-010.1622
57223SMEK2GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor7.66e-114.34e-010.1575
57223SMEK2GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor7.66e-053.06e-010.1569
57223SMEK2P1_S1_AKHumanSkinAK4.01e-03-1.17e-01-0.3399
57223SMEK2P2_S3_AKHumanSkinAK4.01e-03-1.17e-01-0.3287
57223SMEK2P2_S4_SCCISHumanSkinSCCIS8.47e-03-1.17e-01-0.3043
57223SMEK2P3_S6_AKHumanSkinAK1.90e-03-1.17e-01-0.3256
57223SMEK2P5_S10_cSCCHumanSkincSCC1.90e-03-1.17e-01-0.299
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492215EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492221LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492231LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
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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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