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: CLIP2

Gene summary for CLIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLIP2

Gene ID

7461

Gene nameCAP-Gly domain containing linker protein 2
Gene AliasCLIP
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A140VJG6


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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
7461CLIP2HTA11_2487_2000001011HumanColorectumSER3.42e-025.29e-01-0.1808
7461CLIP2HTA11_347_2000001011HumanColorectumAD3.82e-085.67e-01-0.1954
7461CLIP2HTA11_411_2000001011HumanColorectumSER4.92e-027.78e-01-0.2602
7461CLIP2HTA11_2112_2000001011HumanColorectumSER2.26e-071.09e+00-0.2196
7461CLIP2HTA11_3361_2000001011HumanColorectumAD1.58e-046.28e-01-0.1207
7461CLIP2HTA11_83_2000001011HumanColorectumSER4.16e-077.59e-01-0.1526
7461CLIP2HTA11_696_2000001011HumanColorectumAD5.95e-178.66e-01-0.1464
7461CLIP2HTA11_866_2000001011HumanColorectumAD2.77e-024.35e-01-0.1001
7461CLIP2HTA11_1391_2000001011HumanColorectumAD3.67e-045.78e-01-0.059
7461CLIP2HTA11_99999970781_79442HumanColorectumMSS2.18e-04-2.82e-010.294
7461CLIP2A002-C-010HumanColorectumFAP1.11e-02-9.17e-020.242
7461CLIP2A015-C-203HumanColorectumFAP2.52e-23-4.48e-02-0.1294
7461CLIP2A002-C-201HumanColorectumFAP9.48e-07-1.36e-010.0324
7461CLIP2A002-C-203HumanColorectumFAP1.43e-04-1.36e-010.2786
7461CLIP2A001-C-108HumanColorectumFAP1.09e-15-2.06e-02-0.0272
7461CLIP2A002-C-205HumanColorectumFAP3.75e-14-4.34e-02-0.1236
7461CLIP2A001-C-104HumanColorectumFAP3.23e-03-5.74e-020.0184
7461CLIP2A015-C-005HumanColorectumFAP2.84e-05-3.29e-01-0.0336
7461CLIP2A015-C-006HumanColorectumFAP1.61e-081.78e-02-0.0994
7461CLIP2A015-C-106HumanColorectumFAP3.12e-10-8.65e-02-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:0031122ColorectumFAPcytoplasmic microtubule organization17/262256/187231.24e-031.16e-0217
GO:00311221ColorectumCRCcytoplasmic microtubule organization16/207856/187232.72e-044.37e-0316
GO:00311227EsophagusESCCcytoplasmic microtubule organization38/855256/187236.60e-043.50e-0338
GO:00311222LiverHCCcytoplasmic microtubule organization35/795856/187232.00e-031.01e-0235
GO:00311225ProstateBPHcytoplasmic microtubule organization22/310756/187234.21e-054.48e-0422
GO:00311229ThyroidPTCcytoplasmic microtubule organization34/596856/187238.20e-069.42e-0534
GO:003112215ThyroidATCcytoplasmic microtubule organization34/629356/187232.92e-052.45e-0434
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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
CLIP2SNVMissense_Mutationrs150588666c.1727N>Tp.Ala576Valp.A576VQ9UDT6protein_codingdeleterious(0.03)benign(0.014)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
CLIP2SNVMissense_Mutationrs782223327c.2299N>Ap.Glu767Lysp.E767KQ9UDT6protein_codingtolerated(0.12)benign(0)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CLIP2SNVMissense_Mutationc.1925N>Gp.Gln642Argp.Q642RQ9UDT6protein_codingdeleterious(0)possibly_damaging(0.574)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CLIP2SNVMissense_Mutationrs782280647c.2539N>Ap.Glu847Lysp.E847KQ9UDT6protein_codingdeleterious(0.03)benign(0.086)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CLIP2SNVMissense_Mutationc.2221G>Cp.Glu741Glnp.E741QQ9UDT6protein_codingtolerated(0.09)benign(0.399)TCGA-BH-A18F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CLIP2SNVMissense_Mutationc.1124G>Ap.Arg375Glnp.R375QQ9UDT6protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CLIP2SNVMissense_Mutationrs553860682c.77G>Tp.Gly26Valp.G26VQ9UDT6protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
CLIP2insertionIn_Frame_Insnovelc.913_914insTAGGAAAAAAAAATTTCTGGAAAGGAAAAGTAACTAp.Ala305delinsValGlyLysLysAsnPheTrpLysGlyLysValThrThrp.A305delinsVGKKNFWKGKVTTQ9UDT6protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CLIP2SNVMissense_Mutationrs199904386c.419C>Tp.Thr140Metp.T140MQ9UDT6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLIP2SNVMissense_Mutationrs368779286c.2762G>Ap.Arg921Hisp.R921HQ9UDT6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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