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: CABIN1

Gene summary for CABIN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CABIN1

Gene ID

23523

Gene namecalcineurin binding protein 1
Gene AliasCAIN
Cytomap22q11.23
Gene Typeprotein-coding
GO ID

GO:0006323

UniProtAcc

A0A024R1E5


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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
23523CABIN1LZE4THumanEsophagusESCC3.87e-081.64e-010.0811
23523CABIN1LZE7THumanEsophagusESCC2.63e-053.35e-010.0667
23523CABIN1LZE24THumanEsophagusESCC1.22e-041.98e-010.0596
23523CABIN1LZE6THumanEsophagusESCC1.87e-042.02e-010.0845
23523CABIN1P1T-EHumanEsophagusESCC1.79e-083.67e-010.0875
23523CABIN1P2T-EHumanEsophagusESCC7.26e-152.67e-010.1177
23523CABIN1P4T-EHumanEsophagusESCC4.60e-122.55e-010.1323
23523CABIN1P5T-EHumanEsophagusESCC2.18e-121.36e-010.1327
23523CABIN1P8T-EHumanEsophagusESCC4.79e-091.31e-010.0889
23523CABIN1P9T-EHumanEsophagusESCC1.49e-153.31e-010.1131
23523CABIN1P10T-EHumanEsophagusESCC5.16e-243.02e-010.116
23523CABIN1P11T-EHumanEsophagusESCC6.90e-031.59e-010.1426
23523CABIN1P12T-EHumanEsophagusESCC1.26e-092.17e-010.1122
23523CABIN1P15T-EHumanEsophagusESCC1.64e-215.30e-010.1149
23523CABIN1P16T-EHumanEsophagusESCC3.30e-193.99e-010.1153
23523CABIN1P17T-EHumanEsophagusESCC3.20e-021.58e-010.1278
23523CABIN1P20T-EHumanEsophagusESCC5.70e-081.36e-010.1124
23523CABIN1P21T-EHumanEsophagusESCC9.04e-171.87e-010.1617
23523CABIN1P22T-EHumanEsophagusESCC5.84e-193.27e-010.1236
23523CABIN1P23T-EHumanEsophagusESCC1.58e-112.95e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:000633813ThyroidATCchromatin remodeling109/6293255/187231.38e-037.15e-03109
GO:00718242ThyroidATCprotein-DNA complex subunit organization103/6293241/187231.84e-039.03e-03103
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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
CABIN1SNVMissense_Mutationnovelc.4066N>Cp.Asp1356Hisp.D1356HQ9Y6J0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CABIN1SNVMissense_Mutationc.4675N>Ap.Pro1559Thrp.P1559TQ9Y6J0protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CABIN1SNVMissense_Mutationnovelc.21N>Cp.Leu7Phep.L7FQ9Y6J0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
CABIN1SNVMissense_Mutationc.1640N>Tp.Ser547Phep.S547FQ9Y6J0protein_codingtolerated(0.07)possibly_damaging(0.823)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CABIN1SNVMissense_Mutationrs200579275c.1976G>Ap.Arg659Glnp.R659QQ9Y6J0protein_codingtolerated(0.65)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CABIN1SNVMissense_Mutationnovelc.1598G>Cp.Cys533Serp.C533SQ9Y6J0protein_codingtolerated(0.32)benign(0.01)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CABIN1SNVMissense_Mutationc.2531C>Tp.Ser844Leup.S844LQ9Y6J0protein_codingdeleterious(0)benign(0.09)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CABIN1SNVMissense_Mutationrs755174243c.656N>Ap.Cys219Tyrp.C219YQ9Y6J0protein_codingtolerated(0.06)benign(0.358)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CABIN1SNVMissense_Mutationc.3193N>Gp.His1065Aspp.H1065DQ9Y6J0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CABIN1SNVMissense_Mutationnovelc.5326A>Gp.Thr1776Alap.T1776AQ9Y6J0protein_codingtolerated_low_confidence(0.41)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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