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: CLIP1

Gene summary for CLIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLIP1

Gene ID

6249

Gene nameCAP-Gly domain containing linker protein 1
Gene AliasCLIP
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P30622


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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
6249CLIP1GSM4909296HumanBreastIDC8.44e-09-2.76e-010.1524
6249CLIP1GSM4909297HumanBreastIDC9.36e-08-2.67e-010.1517
6249CLIP1GSM4909311HumanBreastIDC1.68e-14-2.81e-010.1534
6249CLIP1GSM4909312HumanBreastIDC1.13e-11-2.98e-010.1552
6249CLIP1GSM4909319HumanBreastIDC2.35e-14-2.96e-010.1563
6249CLIP1GSM4909320HumanBreastIDC1.69e-04-3.71e-010.1575
6249CLIP1GSM4909321HumanBreastIDC5.95e-11-3.25e-010.1559
6249CLIP1NCCBC14HumanBreastDCIS1.01e-02-1.61e-010.2021
6249CLIP1NCCBC5HumanBreastDCIS6.14e-06-2.22e-010.2046
6249CLIP1P1HumanBreastIDC3.02e-04-1.58e-010.1527
6249CLIP1DCIS2HumanBreastDCIS6.96e-797.89e-010.0085
6249CLIP1CA_HPV_1HumanCervixCC1.94e-03-9.95e-020.0264
6249CLIP1CCI_1HumanCervixCC2.86e-111.23e+000.528
6249CLIP1CCI_2HumanCervixCC1.13e-059.71e-010.5249
6249CLIP1CCI_3HumanCervixCC1.95e-038.90e-010.516
6249CLIP1sample3HumanCervixCC1.81e-042.37e-010.1387
6249CLIP1T3HumanCervixCC1.70e-021.99e-010.1389
6249CLIP1LZE2THumanEsophagusESCC4.14e-044.85e-010.082
6249CLIP1LZE4THumanEsophagusESCC9.51e-155.14e-010.0811
6249CLIP1LZE5THumanEsophagusESCC6.36e-081.69e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:190290514BreastIDCpositive regulation of supramolecular fiber organization37/1434209/187231.33e-065.75e-0537
GO:004325414BreastIDCregulation of protein-containing complex assembly61/1434428/187231.77e-067.31e-0561
GO:003133414BreastIDCpositive regulation of protein-containing complex assembly40/1434237/187231.77e-067.31e-0540
GO:190290314BreastIDCregulation of supramolecular fiber organization54/1434383/187239.40e-062.66e-0454
GO:003227314BreastIDCpositive regulation of protein polymerization25/1434138/187234.46e-051.01e-0325
GO:005149513BreastIDCpositive regulation of cytoskeleton organization35/1434226/187235.04e-051.09e-0335
GO:00322719BreastIDCregulation of protein polymerization32/1434233/187239.19e-041.05e-0232
GO:00512589BreastIDCprotein polymerization38/1434297/187231.26e-031.34e-0238
GO:00311164BreastIDCpositive regulation of microtubule polymerization8/143433/187232.85e-032.49e-028
GO:00311124BreastIDCpositive regulation of microtubule polymerization or depolymerization8/143437/187236.04e-034.33e-028
GO:190290524BreastDCISpositive regulation of supramolecular fiber organization37/1390209/187236.31e-072.71e-0537
GO:004325424BreastDCISregulation of protein-containing complex assembly61/1390428/187236.32e-072.71e-0561
GO:003133423BreastDCISpositive regulation of protein-containing complex assembly40/1390237/187238.13e-073.36e-0540
GO:190290324BreastDCISregulation of supramolecular fiber organization54/1390383/187233.82e-061.16e-0454
GO:005149523BreastDCISpositive regulation of cytoskeleton organization35/1390226/187232.66e-056.04e-0435
GO:003227324BreastDCISpositive regulation of protein polymerization25/1390138/187232.67e-056.04e-0425
GO:005125814BreastDCISprotein polymerization39/1390297/187233.64e-045.15e-0339
GO:003227114BreastDCISregulation of protein polymerization32/1390233/187235.44e-046.98e-0332
GO:003111612BreastDCISpositive regulation of microtubule polymerization8/139033/187232.35e-032.13e-028
GO:003111212BreastDCISpositive regulation of microtubule polymerization or depolymerization8/139037/187235.01e-033.72e-028
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415021Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
hsa041503Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
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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
CLIP1SNVMissense_Mutationc.1653N>Cp.Glu551Aspp.E551DP30622protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-A2-A0YI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificFemaraSD
CLIP1SNVMissense_Mutationc.691N>Tp.Leu231Phep.L231FP30622protein_codingdeleterious(0)possibly_damaging(0.815)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CLIP1SNVMissense_Mutationc.4171N>Cp.Glu1391Glnp.E1391QP30622protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLIP1SNVMissense_Mutationc.3763N>Ap.Glu1255Lysp.E1255KP30622protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLIP1SNVMissense_Mutationnovelc.3766G>Ap.Val1256Ilep.V1256IP30622protein_codingtolerated(0.62)benign(0.037)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CLIP1SNVMissense_Mutationc.4091N>Ap.Ser1364Asnp.S1364NP30622protein_codingtolerated(0.05)benign(0.304)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CLIP1SNVMissense_Mutationc.2183T>Cp.Met728Thrp.M728TP30622protein_codingdeleterious(0)possibly_damaging(0.597)TCGA-BH-A18N-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLIP1SNVMissense_Mutationc.599C>Tp.Ser200Leup.S200LP30622protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLIP1insertionFrame_Shift_Insnovelc.197_198insAAACACCAGTGAGTGGTTGAAATACACACACATCAGGGCTGGGCGCGp.Gly68ThrfsTer41p.G68Tfs*41P30622protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLIP1insertionIn_Frame_Insnovelc.3608_3609insCGTp.Arg1203delinsSerValp.R1203delinsSVP30622protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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