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: UNK

Gene summary for UNK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UNK

Gene ID

85451

Gene nameunk zinc finger
Gene AliasUNKEMPT
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R8N4


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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
85451UNKLZE4THumanEsophagusESCC2.04e-041.04e-010.0811
85451UNKLZE7THumanEsophagusESCC1.98e-052.29e-010.0667
85451UNKLZE8THumanEsophagusESCC3.23e-028.38e-020.067
85451UNKLZE20THumanEsophagusESCC1.28e-021.16e-010.0662
85451UNKLZE22THumanEsophagusESCC1.39e-042.98e-010.068
85451UNKLZE24THumanEsophagusESCC1.74e-062.41e-010.0596
85451UNKP2T-EHumanEsophagusESCC2.49e-223.76e-010.1177
85451UNKP4T-EHumanEsophagusESCC5.40e-031.05e-010.1323
85451UNKP5T-EHumanEsophagusESCC4.69e-023.24e-020.1327
85451UNKP8T-EHumanEsophagusESCC6.13e-285.03e-010.0889
85451UNKP9T-EHumanEsophagusESCC1.50e-111.84e-010.1131
85451UNKP10T-EHumanEsophagusESCC1.31e-314.75e-010.116
85451UNKP11T-EHumanEsophagusESCC3.60e-104.77e-010.1426
85451UNKP12T-EHumanEsophagusESCC1.43e-193.82e-010.1122
85451UNKP15T-EHumanEsophagusESCC4.45e-172.52e-010.1149
85451UNKP16T-EHumanEsophagusESCC8.21e-213.41e-010.1153
85451UNKP20T-EHumanEsophagusESCC9.34e-224.81e-010.1124
85451UNKP21T-EHumanEsophagusESCC1.89e-112.68e-010.1617
85451UNKP22T-EHumanEsophagusESCC8.18e-223.13e-010.1236
85451UNKP23T-EHumanEsophagusESCC3.88e-071.84e-010.108
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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
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
∗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:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:000218120Oral cavityOSCCcytoplasmic translation133/7305148/187231.94e-382.46e-35133
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:00171485Oral cavityOSCCnegative regulation of translation113/7305245/187231.34e-024.45e-02113
GO:0002181110Oral cavityLPcytoplasmic translation124/4623148/187235.09e-523.19e-48124
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000170117Oral cavityLPin utero embryonic development142/4623367/187231.48e-096.75e-08142
GO:000218126Oral cavityEOLPcytoplasmic translation102/2218148/187237.91e-604.74e-56102
GO:000641726Oral cavityEOLPregulation of translation108/2218468/187234.04e-127.34e-10108
GO:001714813Oral cavityEOLPnegative regulation of translation54/2218245/187234.15e-068.72e-0554
GO:003424913Oral cavityEOLPnegative regulation of cellular amide metabolic process58/2218273/187236.23e-061.22e-0458
GO:000170123Oral cavityEOLPin utero embryonic development72/2218367/187231.02e-051.83e-0472
GO:20007653Oral cavityEOLPregulation of cytoplasmic translation7/221816/187231.40e-039.58e-037
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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
UNKSNVMissense_Mutationnovelc.2419N>Cp.Thr807Prop.T807PQ9C0B0protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
UNKSNVMissense_Mutationnovelc.122N>Tp.Arg41Leup.R41LQ9C0B0protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
UNKSNVMissense_Mutationc.350N>Cp.Glu117Alap.E117AQ9C0B0protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
UNKSNVMissense_Mutationrs752774700c.1966N>Ap.Glu656Lysp.E656KQ9C0B0protein_codingdeleterious(0.03)probably_damaging(0.956)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
UNKSNVMissense_Mutationnovelc.877N>Tp.Ile293Phep.I293FQ9C0B0protein_codingdeleterious(0)probably_damaging(0.987)TCGA-LD-A7W6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyletrozoleSD
UNKinsertionFrame_Shift_Insnovelc.702_703insCp.Tyr236LeufsTer30p.Y236Lfs*30Q9C0B0protein_codingTCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UNKdeletionFrame_Shift_Delc.1451delNp.Pro486LeufsTer12p.P486Lfs*12Q9C0B0protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UNKdeletionFrame_Shift_Delnovelc.1523delNp.Ser508ThrfsTer4p.S508Tfs*4Q9C0B0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
UNKSNVMissense_Mutationnovelc.1082N>Tp.Pro361Leup.P361LQ9C0B0protein_codingtolerated(0.15)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UNKSNVMissense_Mutationc.2143N>Ap.Glu715Lysp.E715KQ9C0B0protein_codingtolerated(0.17)benign(0.431)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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