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: ZNHIT1

Gene summary for ZNHIT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNHIT1

Gene ID

10467

Gene namezinc finger HIT-type containing 1
Gene AliasCG1I
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006325

UniProtAcc

O43257


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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
10467ZNHIT1Pat28-AHumanStomachCSG8.49e-265.18e-01-0.2594
10467ZNHIT1Pat29-AHumanStomachCAG with IM4.14e-216.21e-01-0.2769
10467ZNHIT1NAG_2HumanStomachCSG4.95e-022.96e-01-0.3324
10467ZNHIT1CAG_3HumanStomachCAG1.34e-062.99e-01-0.2766
10467ZNHIT1SIM_1HumanStomachSIM1.87e-032.60e-010.3573
10467ZNHIT1SIM_2HumanStomachSIM1.32e-113.56e-010.3139
10467ZNHIT1male-WTAHumanThyroidPTC2.73e-603.94e-010.1037
10467ZNHIT1PTC01HumanThyroidPTC4.56e-135.14e-010.1899
10467ZNHIT1PTC04HumanThyroidPTC1.50e-064.44e-010.1927
10467ZNHIT1PTC05HumanThyroidPTC2.48e-281.32e+000.2065
10467ZNHIT1PTC06HumanThyroidPTC9.62e-481.28e+000.2057
10467ZNHIT1PTC07HumanThyroidPTC3.74e-801.43e+000.2044
10467ZNHIT1ATC08HumanThyroidATC2.69e-153.29e-010.0541
10467ZNHIT1ATC09HumanThyroidATC1.14e-135.52e-010.2871
10467ZNHIT1ATC12HumanThyroidATC5.12e-167.29e-010.34
10467ZNHIT1ATC13HumanThyroidATC5.82e-361.04e+000.34
10467ZNHIT1ATC1HumanThyroidATC1.65e-146.45e-010.2878
10467ZNHIT1ATC2HumanThyroidATC8.84e-232.29e+000.34
10467ZNHIT1ATC3HumanThyroidATC1.34e-04-2.24e-020.338
10467ZNHIT1ATC4HumanThyroidATC4.09e-331.01e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:0043486EsophagusESCChistone exchange16/855222/187239.46e-033.28e-0216
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000633811ProstateTumorchromatin remodeling63/3246255/187231.73e-031.02e-0263
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
GO:00718241SkincSCCprotein-DNA complex subunit organization87/4864241/187233.09e-042.47e-0387
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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
ZNHIT1SNVMissense_Mutationc.320N>Ap.Gly107Glup.G107EO43257protein_codingtolerated(0.18)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNHIT1SNVMissense_Mutationc.341N>Ap.Arg114Hisp.R114HO43257protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZNHIT1SNVMissense_Mutationrs764694500c.77G>Ap.Arg26Hisp.R26HO43257protein_codingdeleterious(0.04)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNHIT1SNVMissense_Mutationrs749784309c.137N>Tp.Ala46Valp.A46VO43257protein_codingdeleterious(0.04)possibly_damaging(0.569)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
ZNHIT1SNVMissense_Mutationrs200966635c.80G>Ap.Arg27Hisp.R27HO43257protein_codingtolerated(0.05)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNHIT1SNVMissense_Mutationnovelc.434N>Cp.Gln145Prop.Q145PO43257protein_codingtolerated(0.09)benign(0.092)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNHIT1SNVMissense_Mutationc.235N>Tp.Arg79Cysp.R79CO43257protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ZNHIT1SNVMissense_Mutationc.398N>Tp.Ala133Valp.A133VO43257protein_codingtolerated(0.06)possibly_damaging(0.46)TCGA-B5-A0K6-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZNHIT1SNVMissense_Mutationnovelc.250N>Gp.Phe84Valp.F84VO43257protein_codingdeleterious(0)probably_damaging(0.981)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ZNHIT1SNVMissense_Mutationnovelc.49N>Tp.Arg17Trpp.R17WO43257protein_codingdeleterious(0.04)possibly_damaging(0.876)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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