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: NISCH

Gene summary for NISCH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NISCH

Gene ID

11188

Gene namenischarin
Gene AliasI-1
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9Y2I1


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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
11188NISCHHCC1_MengHumanLiverHCC3.05e-232.82e-020.0246
11188NISCHHCC1HumanLiverHCC7.48e-084.59e+000.5336
11188NISCHHCC2HumanLiverHCC6.29e-073.20e+000.5341
11188NISCHS014HumanLiverHCC1.26e-054.53e-010.2254
11188NISCHS015HumanLiverHCC2.84e-096.23e-010.2375
11188NISCHS028HumanLiverHCC5.38e-126.70e-010.2503
11188NISCHS029HumanLiverHCC2.47e-054.60e-010.2581
11188NISCHC04HumanOral cavityOSCC6.44e-062.93e-010.2633
11188NISCHC21HumanOral cavityOSCC6.32e-122.67e-010.2678
11188NISCHC30HumanOral cavityOSCC5.69e-146.23e-010.3055
11188NISCHC46HumanOral cavityOSCC1.56e-072.48e-010.1673
11188NISCHC51HumanOral cavityOSCC1.87e-043.69e-010.2674
11188NISCHC09HumanOral cavityOSCC3.95e-027.88e-020.1431
11188NISCHLN22HumanOral cavityOSCC1.81e-056.10e-010.1733
11188NISCHSYSMH2HumanOral cavityOSCC1.69e-042.14e-010.2326
11188NISCHSYSMH3HumanOral cavityOSCC1.43e-113.92e-010.2442
11188NISCHSYSMH6HumanOral cavityOSCC1.46e-021.26e-010.1275
11188NISCHHTA12-25-1HumanPancreasPDAC9.69e-044.55e-010.313
11188NISCHHTA12-26-1HumanPancreasPDAC7.87e-281.05e+000.3728
11188NISCHHTA12-29-1HumanPancreasPDAC4.59e-511.02e+000.3722
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:001660121LiverHCCRac protein signal transduction28/795842/187231.35e-037.26e-0328
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00166018Oral cavityOSCCRac protein signal transduction28/730542/187232.61e-041.67e-0328
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:00060068Oral cavityOSCCglucose metabolic process98/7305196/187231.10e-035.63e-0398
GO:000726514ProstateTumorRas protein signal transduction101/3246337/187236.29e-092.44e-07101
GO:005127114ProstateTumornegative regulation of cellular component movement92/3246367/187231.03e-049.99e-0492
GO:000600613ProstateTumorglucose metabolic process55/3246196/187231.22e-041.14e-0355
GO:200014614ProstateTumornegative regulation of cell motility89/3246359/187231.99e-041.74e-0389
GO:001660112ProstateTumorRac protein signal transduction17/324642/187233.45e-042.73e-0317
GO:004001313ProstateTumornegative regulation of locomotion94/3246391/187234.20e-043.21e-0394
GO:003033613ProstateTumornegative regulation of cell migration84/3246344/187234.95e-043.66e-0384
GO:00193187ProstateTumorhexose metabolic process59/3246237/187231.96e-031.14e-0259
GO:00059967ProstateTumormonosaccharide metabolic process62/3246257/187233.38e-031.75e-0262
GO:000726519ThyroidPTCRas protein signal transduction162/5968337/187233.16e-101.02e-08162
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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
NISCHSNVMissense_Mutationc.544N>Ap.Asp182Asnp.D182NQ9Y2I1protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NISCHSNVMissense_Mutationrs773401264c.2936N>Ap.Arg979Hisp.R979HQ9Y2I1protein_codingtolerated(0.08)probably_damaging(0.932)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NISCHSNVMissense_Mutationc.3322N>Cp.Ser1108Argp.S1108RQ9Y2I1protein_codingdeleterious(0)possibly_damaging(0.638)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NISCHSNVMissense_Mutationnovelc.2480G>Tp.Ser827Ilep.S827IQ9Y2I1protein_codingtolerated(0.06)possibly_damaging(0.731)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NISCHinsertionIn_Frame_Insnovelc.476_477insGGGp.Glu159_Gln160insGlyp.E159_Q160insGQ9Y2I1protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NISCHinsertionFrame_Shift_Insnovelc.1762_1763insGATATAAATCCTTGTCAAAp.Leu588ArgfsTer53p.L588Rfs*53Q9Y2I1protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
NISCHdeletionFrame_Shift_Delnovelc.3770delNp.Cys1257SerfsTer2p.C1257Sfs*2Q9Y2I1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NISCHSNVMissense_Mutationnovelc.3997G>Ap.Ala1333Thrp.A1333TQ9Y2I1protein_codingdeleterious(0)possibly_damaging(0.79)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NISCHSNVMissense_Mutationnovelc.1896N>Tp.Gln632Hisp.Q632HQ9Y2I1protein_codingtolerated(0.13)benign(0)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NISCHSNVMissense_Mutationc.3460N>Cp.Glu1154Glnp.E1154QQ9Y2I1protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<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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