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: LIN9

Gene summary for LIN9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIN9

Gene ID

286826

Gene namelin-9 DREAM MuvB core complex component
Gene AliasBARA
Cytomap1q42.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q5TKA1


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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
286826LIN9CCI_1HumanCervixCC4.33e-085.42e-010.528
286826LIN9CCI_2HumanCervixCC1.70e-095.77e-010.5249
286826LIN9CCI_3HumanCervixCC7.96e-208.86e-010.516
286826LIN9LZE7THumanEsophagusESCC3.55e-021.67e-010.0667
286826LIN9LZE24THumanEsophagusESCC4.54e-037.46e-020.0596
286826LIN9P2T-EHumanEsophagusESCC2.93e-152.69e-010.1177
286826LIN9P4T-EHumanEsophagusESCC1.58e-059.20e-020.1323
286826LIN9P5T-EHumanEsophagusESCC2.03e-091.88e-010.1327
286826LIN9P9T-EHumanEsophagusESCC3.18e-071.12e-010.1131
286826LIN9P10T-EHumanEsophagusESCC1.97e-102.28e-010.116
286826LIN9P12T-EHumanEsophagusESCC1.51e-041.49e-010.1122
286826LIN9P15T-EHumanEsophagusESCC4.40e-111.88e-010.1149
286826LIN9P16T-EHumanEsophagusESCC2.06e-081.85e-010.1153
286826LIN9P17T-EHumanEsophagusESCC4.94e-022.13e-010.1278
286826LIN9P20T-EHumanEsophagusESCC5.20e-058.53e-020.1124
286826LIN9P22T-EHumanEsophagusESCC4.17e-051.27e-010.1236
286826LIN9P23T-EHumanEsophagusESCC1.39e-041.69e-010.108
286826LIN9P26T-EHumanEsophagusESCC4.17e-051.38e-010.1276
286826LIN9P27T-EHumanEsophagusESCC1.78e-031.28e-010.1055
286826LIN9P28T-EHumanEsophagusESCC7.98e-132.51e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
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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
LIN9SNVMissense_Mutationc.800N>Tp.Thr267Ilep.T267IQ5TKA1protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-A2-A3XX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
LIN9SNVMissense_Mutationc.452N>Gp.Leu151Argp.L151RQ5TKA1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
LIN9SNVMissense_Mutationnovelc.320N>Gp.Thr107Argp.T107RQ5TKA1protein_codingtolerated(0.49)benign(0.034)TCGA-B6-A40C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapycyclophosphamideSD
LIN9deletionFrame_Shift_Delc.1418_1424delNNNNNNNp.Asn473IlefsTer2p.N473Ifs*2Q5TKA1protein_codingTCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LIN9deletionFrame_Shift_Delc.591delTp.Phe197LeufsTer8p.F197Lfs*8Q5TKA1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LIN9SNVMissense_Mutationnovelc.73N>Ap.Asp25Asnp.D25NQ5TKA1protein_codingdeleterious_low_confidence(0.01)benign(0.074)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
LIN9SNVMissense_Mutationnovelc.1525G>Cp.Asp509Hisp.D509HQ5TKA1protein_codingdeleterious(0.02)possibly_damaging(0.795)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LIN9SNVMissense_Mutationc.691G>Ap.Glu231Lysp.E231KQ5TKA1protein_codingtolerated(0.05)possibly_damaging(0.793)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
LIN9SNVMissense_Mutationrs754175670c.1542C>Gp.Ile514Metp.I514MQ5TKA1protein_codingdeleterious(0)possibly_damaging(0.758)TCGA-EA-A5ZF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LIN9SNVMissense_Mutationrs755213060c.739C>Tp.Arg247Cysp.R247CQ5TKA1protein_codingdeleterious(0)possibly_damaging(0.817)TCGA-EK-A2R9-01Cervixcervical & 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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