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: NIN

Gene summary for NIN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIN

Gene ID

51199

Gene nameninein
Gene AliasSCKL7
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8N4C6


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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
51199NINLZE2THumanEsophagusESCC7.18e-044.14e-010.082
51199NINLZE4THumanEsophagusESCC1.59e-031.20e-010.0811
51199NINLZE7THumanEsophagusESCC1.44e-033.47e-010.0667
51199NINLZE22THumanEsophagusESCC2.04e-054.38e-010.068
51199NINLZE24THumanEsophagusESCC1.93e-092.07e-010.0596
51199NINP2T-EHumanEsophagusESCC3.68e-244.44e-010.1177
51199NINP4T-EHumanEsophagusESCC3.45e-143.17e-010.1323
51199NINP5T-EHumanEsophagusESCC1.54e-036.16e-020.1327
51199NINP8T-EHumanEsophagusESCC7.78e-101.61e-010.0889
51199NINP9T-EHumanEsophagusESCC1.63e-112.86e-010.1131
51199NINP10T-EHumanEsophagusESCC1.03e-255.06e-010.116
51199NINP11T-EHumanEsophagusESCC1.06e-052.84e-010.1426
51199NINP12T-EHumanEsophagusESCC3.79e-184.20e-010.1122
51199NINP15T-EHumanEsophagusESCC4.67e-296.14e-010.1149
51199NINP16T-EHumanEsophagusESCC2.73e-255.32e-010.1153
51199NINP17T-EHumanEsophagusESCC1.15e-082.92e-010.1278
51199NINP19T-EHumanEsophagusESCC3.03e-053.53e-010.1662
51199NINP20T-EHumanEsophagusESCC5.88e-123.06e-010.1124
51199NINP21T-EHumanEsophagusESCC7.53e-132.98e-010.1617
51199NINP22T-EHumanEsophagusESCC9.31e-172.98e-010.1236
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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
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00507293BreastPrecancerpositive regulation of inflammatory response23/1080142/187236.51e-061.81e-0423
GO:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:00313493BreastPrecancerpositive regulation of defense response33/1080278/187236.79e-051.36e-0333
GO:00310995BreastPrecancerregeneration25/1080198/187231.91e-043.06e-0325
GO:0045766BreastPrecancerpositive regulation of angiogenesis23/1080181/187233.09e-044.43e-0323
GO:1904018BreastPrecancerpositive regulation of vasculature development23/1080181/187233.09e-044.43e-0323
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:0070265BreastPrecancernecrotic cell death11/108062/187237.54e-049.01e-0311
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:00622083BreastPrecancerpositive regulation of pattern recognition receptor signaling pathway8/108044/187233.31e-032.78e-028
GO:0034123BreastPrecancerpositive regulation of toll-like receptor signaling pathway6/108028/187234.58e-033.53e-026
GO:005090011BreastIDCleukocyte migration54/1434369/187233.10e-061.15e-0454
GO:003059511BreastIDCleukocyte chemotaxis38/1434230/187235.36e-061.76e-0438
GO:006032611BreastIDCcell chemotaxis46/1434310/187231.13e-053.08e-0446
GO:003109912BreastIDCregeneration31/1434198/187231.08e-042.03e-0331
GO:00313491BreastIDCpositive regulation of defense response39/1434278/187231.74e-042.95e-0339
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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
NINSNVMissense_Mutationnovelc.4249C>Gp.Gln1417Glup.Q1417EQ8N4C6protein_codingtolerated(0.58)benign(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NINSNVMissense_Mutationc.51N>Gp.Phe17Leup.F17LQ8N4C6protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NINSNVMissense_Mutationnovelc.2894C>Gp.Ala965Glyp.A965GQ8N4C6protein_codingtolerated(0.21)benign(0.006)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NINSNVMissense_Mutationnovelc.517N>Ap.Gln173Lysp.Q173KQ8N4C6protein_codingtolerated(0.14)benign(0.006)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NINSNVMissense_Mutationc.3568N>Gp.Arg1190Glyp.R1190GQ8N4C6protein_codingtolerated(0.09)possibly_damaging(0.573)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NINSNVMissense_Mutationnovelc.4658N>Tp.Glu1553Valp.E1553VQ8N4C6protein_codingdeleterious(0)benign(0.219)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NINSNVMissense_Mutationnovelc.4739N>Tp.Ser1580Leup.S1580LQ8N4C6protein_codingtolerated(0.13)benign(0.069)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NINSNVMissense_Mutationc.1444N>Ap.Arg482Serp.R482SQ8N4C6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NINSNVMissense_Mutationrs774918630c.6116N>Ap.Arg2039Glnp.R2039QQ8N4C6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
NINSNVMissense_Mutationc.5731N>Cp.Glu1911Glnp.E1911QQ8N4C6protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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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