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: TINAGL1

Gene summary for TINAGL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TINAGL1

Gene ID

64129

Gene nametubulointerstitial nephritis antigen like 1
Gene AliasARG1
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9GZM7


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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
64129TINAGL1CA_HPV_1HumanCervixCC4.36e-05-2.14e-010.0264
64129TINAGL1N_HPV_1HumanCervixN_HPV1.28e-04-2.10e-010.0079
64129TINAGL1TumorHumanCervixCC5.07e-073.16e-010.1241
64129TINAGL1sample1HumanCervixCC4.28e-043.02e-010.0959
64129TINAGL1sample3HumanCervixCC8.01e-165.04e-010.1387
64129TINAGL1H2HumanCervixHSIL_HPV1.70e-022.69e-010.0632
64129TINAGL1T1HumanCervixCC1.04e-073.66e-010.0918
64129TINAGL1T3HumanCervixCC2.67e-165.09e-010.1389
64129TINAGL1HTA11_3410_2000001011HumanColorectumAD2.40e-031.71e-010.0155
64129TINAGL1HTA11_2487_2000001011HumanColorectumSER3.24e-043.90e-01-0.1808
64129TINAGL1HTA11_1938_2000001011HumanColorectumAD6.14e-085.28e-01-0.0811
64129TINAGL1HTA11_78_2000001011HumanColorectumAD2.18e-023.56e-01-0.1088
64129TINAGL1HTA11_347_2000001011HumanColorectumAD6.83e-043.29e-01-0.1954
64129TINAGL1HTA11_411_2000001011HumanColorectumSER2.42e-061.59e+00-0.2602
64129TINAGL1HTA11_696_2000001011HumanColorectumAD8.71e-042.07e-01-0.1464
64129TINAGL1HTA11_1391_2000001011HumanColorectumAD3.72e-065.00e-01-0.059
64129TINAGL1HTA11_866_3004761011HumanColorectumAD4.44e-052.58e-010.096
64129TINAGL1HTA11_7696_3000711011HumanColorectumAD4.29e-072.76e-010.0674
64129TINAGL1HTA11_99999970781_79442HumanColorectumMSS1.08e-083.20e-010.294
64129TINAGL1HTA11_99999971662_82457HumanColorectumMSS1.99e-155.67e-010.3859
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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
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
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
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:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:001619714Oral cavityLPendosomal transport98/4623230/187231.65e-097.50e-0898
GO:001619731Oral cavityNEOLPendosomal transport41/2005230/187237.41e-046.05e-0341
GO:00161978ProstateBPHendosomal transport62/3107230/187234.54e-054.77e-0462
GO:001619713ProstateTumorendosomal transport62/3246230/187231.65e-041.47e-0362
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
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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
TINAGL1SNVMissense_Mutationnovelc.446C>Tp.Ala149Valp.A149VQ9GZM7protein_codingtolerated(0.52)possibly_damaging(0.613)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationnovelc.1209N>Cp.Lys403Asnp.K403NQ9GZM7protein_codingdeleterious(0)probably_damaging(0.918)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationc.1318N>Ap.Val440Metp.V440MQ9GZM7protein_codingdeleterious(0.01)benign(0.354)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TINAGL1SNVMissense_Mutationc.1253T>Cp.Leu418Prop.L418PQ9GZM7protein_codingtolerated(0.26)benign(0.377)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TINAGL1SNVMissense_Mutationc.820C>Tp.Arg274Cysp.R274CQ9GZM7protein_codingtolerated(0.08)possibly_damaging(0.896)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationc.842T>Cp.Phe281Serp.F281SQ9GZM7protein_codingdeleterious(0)probably_damaging(0.92)TCGA-CM-6164-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationc.917N>Tp.Ala306Valp.A306VQ9GZM7protein_codingtolerated(0.3)benign(0.003)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationc.172N>Gp.Arg58Glyp.R58GQ9GZM7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DC-6157-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationnovelc.1145N>Tp.Ser382Ilep.S382IQ9GZM7protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TINAGL1SNVMissense_Mutationnovelc.722N>Ap.Arg241Hisp.R241HQ9GZM7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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