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: INVS

Gene summary for INVS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INVS

Gene ID

27130

Gene nameinversin
Gene AliasINV
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q2M1I4


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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
27130INVSCCI_1HumanCervixCC5.07e-067.12e-010.528
27130INVSCCI_2HumanCervixCC5.71e-101.05e+000.5249
27130INVSCCI_3HumanCervixCC9.23e-229.34e-010.516
27130INVSRNA-P17T-P17T-2HumanLungIAC2.13e-034.88e-010.3371
27130INVSRNA-P17T-P17T-6HumanLungIAC4.71e-023.71e-010.3385
27130INVSRNA-P17T-P17T-8HumanLungIAC1.55e-044.65e-010.3329
27130INVSRNA-P25T1-P25T1-1HumanLungAIS1.44e-063.67e-01-0.2116
27130INVSRNA-P25T1-P25T1-2HumanLungAIS1.98e-077.41e-01-0.1941
27130INVSRNA-P25T1-P25T1-3HumanLungAIS9.09e-034.48e-01-0.2107
27130INVSRNA-P25T1-P25T1-4HumanLungAIS2.81e-063.91e-01-0.2119
27130INVSRNA-P6T2-P6T2-1HumanLungIAC2.10e-093.85e-01-0.0166
27130INVSRNA-P6T2-P6T2-2HumanLungIAC1.88e-062.61e-01-0.0132
27130INVSRNA-P6T2-P6T2-3HumanLungIAC2.23e-082.97e-01-0.013
27130INVSRNA-P6T2-P6T2-4HumanLungIAC1.47e-073.26e-01-0.0121
27130INVSRNA-P7T1-P7T1-1HumanLungAIS3.94e-065.13e-01-0.0961
27130INVSRNA-P7T1-P7T1-2HumanLungAIS8.10e-127.50e-01-0.0876
27130INVSRNA-P7T1-P7T1-3HumanLungAIS2.91e-024.37e-01-0.0822
27130INVSRNA-P7T1-P7T1-4HumanLungAIS2.35e-065.42e-01-0.0809
27130INVSHTA12-15-2HumanPancreasPDAC4.54e-054.53e-010.2315
27130INVSHTA12-23-1HumanPancreasPDAC3.69e-077.56e-010.3405
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:00301116LungIACregulation of Wnt signaling pathway74/2061328/187231.14e-092.05e-0774
GO:00608286LungIACregulation of canonical Wnt signaling pathway54/2061253/187231.25e-066.46e-0554
GO:00600706LungIACcanonical Wnt signaling pathway61/2061303/187232.09e-069.45e-0561
GO:00301783LungIACnegative regulation of Wnt signaling pathway32/2061170/187231.68e-031.76e-0232
GO:001605512LungAISWnt signaling pathway91/1849444/187239.38e-125.47e-0991
GO:019873812LungAIScell-cell signaling by wnt91/1849446/187231.22e-116.13e-0991
GO:003011112LungAISregulation of Wnt signaling pathway70/1849328/187233.81e-108.87e-0870
GO:006082812LungAISregulation of canonical Wnt signaling pathway52/1849253/187232.40e-072.22e-0552
GO:006007012LungAIScanonical Wnt signaling pathway59/1849303/187232.73e-072.37e-0559
GO:003017811LungAISnegative regulation of Wnt signaling pathway32/1849170/187232.64e-045.05e-0332
GO:0090090LungAISnegative regulation of canonical Wnt signaling pathway24/1849137/187233.91e-033.59e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
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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
INVSSNVMissense_Mutationnovelc.2599N>Ap.Leu867Metp.L867MQ9Y283protein_codingtolerated_low_confidence(0.24)benign(0.006)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
INVSSNVMissense_Mutationnovelc.2863N>Ap.Gln955Lysp.Q955KQ9Y283protein_codingtolerated_low_confidence(0.11)benign(0.022)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
INVSSNVMissense_Mutationc.242N>Cp.Gln81Prop.Q81PQ9Y283protein_codingtolerated(0.11)benign(0.366)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
INVSSNVMissense_Mutationrs775894646c.665N>Ap.Arg222Glnp.R222QQ9Y283protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
INVSSNVMissense_Mutationnovelc.1159G>Ap.Asp387Asnp.D387NQ9Y283protein_codingtolerated(0.09)probably_damaging(0.98)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
INVSSNVMissense_Mutationnovelc.2654C>Tp.Ser885Phep.S885FQ9Y283protein_codingdeleterious_low_confidence(0.05)benign(0)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
INVSinsertionFrame_Shift_Insnovelc.2689_2690insCAGAACCCAAGGCCAAATGTGCCCCCCAGAAAp.Glu897AlafsTer17p.E897Afs*17Q9Y283protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
INVSinsertionNonsense_Mutationnovelc.526_527insCATAGTATTACATTTCAGTAAATAGAATCAp.Gly176delinsAlaTerTyrTyrIleSerValAsnArgIleArgp.G176delinsA*YYISVNRIRQ9Y283protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
INVSdeletionIn_Frame_Delnovelc.2099_2101delNNNp.Ala701delp.A701delQ9Y283protein_codingTCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INVSSNVMissense_Mutationnovelc.1606C>Tp.Arg536Cysp.R536CQ9Y283protein_codingdeleterious(0)possibly_damaging(0.613)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
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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
27130INVSNAduloxetineDULOXETINE29407288
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