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
64129TINAGL1P76T-EHumanEsophagusESCC2.70e-511.43e+000.1207
64129TINAGL1P79T-EHumanEsophagusESCC2.05e-278.45e-010.1154
64129TINAGL1P80T-EHumanEsophagusESCC1.56e-104.38e-010.155
64129TINAGL1P82T-EHumanEsophagusESCC2.23e-272.18e+000.1072
64129TINAGL1P83T-EHumanEsophagusESCC4.92e-522.60e+000.1738
64129TINAGL1P84T-EHumanEsophagusESCC3.46e-036.99e-010.0933
64129TINAGL1P89T-EHumanEsophagusESCC7.79e-141.14e+000.1752
64129TINAGL1P91T-EHumanEsophagusESCC1.15e-061.08e+000.1828
64129TINAGL1P104T-EHumanEsophagusESCC3.57e-049.02e-010.0931
64129TINAGL1P107T-EHumanEsophagusESCC1.05e-247.80e-010.171
64129TINAGL1P126T-EHumanEsophagusESCC1.45e-161.72e+000.1125
64129TINAGL1P127T-EHumanEsophagusESCC7.23e-093.75e-010.0826
64129TINAGL1P130T-EHumanEsophagusESCC6.32e-177.18e-010.1676
64129TINAGL1S43HumanLiverCirrhotic2.73e-05-7.60e-02-0.0187
64129TINAGL1HCC1_MengHumanLiverHCC2.42e-16-2.65e-010.0246
64129TINAGL1HCC2_MengHumanLiverHCC4.27e-322.47e-010.0107
64129TINAGL1cirrhotic2HumanLiverCirrhotic1.89e-061.59e-010.0201
64129TINAGL1cirrhotic3HumanLiverCirrhotic1.37e-056.92e-020.0215
64129TINAGL1HCC1HumanLiverHCC5.80e-372.26e-010.5336
64129TINAGL1HCC5HumanLiverHCC8.53e-04-2.97e-010.4932
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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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