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: NIPA2

Gene summary for NIPA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIPA2

Gene ID

81614

Gene nameNIPA magnesium transporter 2
Gene AliasSLC57A2
Cytomap15q11.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R372


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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
81614NIPA2C09HumanOral cavityOSCC1.75e-042.33e-010.1431
81614NIPA2LN22HumanOral cavityOSCC9.84e-121.05e+000.1733
81614NIPA2LN38HumanOral cavityOSCC6.97e-071.36e+000.168
81614NIPA2LN46HumanOral cavityOSCC9.65e-075.05e-010.1666
81614NIPA2LP15HumanOral cavityLP3.35e-039.41e-010.2174
81614NIPA2SYSMH1HumanOral cavityOSCC8.88e-072.59e-010.1127
81614NIPA2SYSMH2HumanOral cavityOSCC6.61e-135.05e-010.2326
81614NIPA2SYSMH3HumanOral cavityOSCC1.10e-195.86e-010.2442
81614NIPA2SYSMH6HumanOral cavityOSCC7.67e-033.39e-010.1275
81614NIPA2P4_S8_cSCCHumanSkincSCC1.14e-038.41e-02-0.3095
81614NIPA2P5_S10_cSCCHumanSkincSCC1.12e-031.02e-01-0.299
81614NIPA2P1_cSCCHumanSkincSCC1.60e-165.47e-010.0292
81614NIPA2P2_cSCCHumanSkincSCC3.29e-072.92e-01-0.024
81614NIPA2P4_cSCCHumanSkincSCC1.56e-185.59e-01-0.00290000000000005
81614NIPA2P10_cSCCHumanSkincSCC9.99e-391.16e+000.1017
81614NIPA2male-WTAHumanThyroidPTC5.49e-169.88e-020.1037
81614NIPA2PTC01HumanThyroidPTC5.77e-121.42e-010.1899
81614NIPA2PTC04HumanThyroidPTC8.72e-109.19e-020.1927
81614NIPA2PTC05HumanThyroidPTC4.59e-082.98e-010.2065
81614NIPA2PTC06HumanThyroidPTC3.30e-284.44e-010.2057
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
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
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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
NIPA2SNVMissense_Mutationnovelc.257C>Tp.Thr86Ilep.T86IQ8N8Q9protein_codingdeleterious(0)probably_damaging(0.956)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
NIPA2SNVMissense_Mutationc.259C>Gp.Pro87Alap.P87AQ8N8Q9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NIPA2SNVMissense_Mutationc.998N>Cp.Asn333Thrp.N333TQ8N8Q9protein_codingtolerated(0.13)benign(0.024)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NIPA2SNVMissense_Mutationrs776169350c.941N>Ap.Arg314Glnp.R314QQ8N8Q9protein_codingtolerated(0.3)benign(0.017)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NIPA2SNVMissense_Mutationc.934T>Cp.Ser312Prop.S312PQ8N8Q9protein_codingtolerated(0.29)benign(0.019)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NIPA2SNVMissense_Mutationc.550N>Gp.Ile184Valp.I184VQ8N8Q9protein_codingtolerated(0.18)possibly_damaging(0.498)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NIPA2SNVMissense_Mutationc.320G>Tp.Arg107Ilep.R107IQ8N8Q9protein_codingdeleterious(0.02)possibly_damaging(0.493)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NIPA2SNVMissense_Mutationrs776169350c.941G>Ap.Arg314Glnp.R314QQ8N8Q9protein_codingtolerated(0.3)benign(0.017)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NIPA2insertionFrame_Shift_Insnovelc.90_91insAp.Leu35ProfsTer21p.L35Pfs*21Q8N8Q9protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NIPA2insertionFrame_Shift_Insnovelc.90_91insAp.Leu35ProfsTer21p.L35Pfs*21Q8N8Q9protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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