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: BLOC1S4

Gene summary for BLOC1S4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BLOC1S4

Gene ID

55330

Gene namebiogenesis of lysosomal organelles complex 1 subunit 4
Gene AliasBCAS4L
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9NUP1


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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
55330BLOC1S4LZE20THumanEsophagusESCC9.05e-123.92e-010.0662
55330BLOC1S4LZE24THumanEsophagusESCC5.18e-155.11e-010.0596
55330BLOC1S4P1T-EHumanEsophagusESCC5.63e-175.55e-010.0875
55330BLOC1S4P2T-EHumanEsophagusESCC4.13e-467.14e-010.1177
55330BLOC1S4P4T-EHumanEsophagusESCC2.28e-286.70e-010.1323
55330BLOC1S4P5T-EHumanEsophagusESCC2.45e-213.56e-010.1327
55330BLOC1S4P8T-EHumanEsophagusESCC3.29e-335.95e-010.0889
55330BLOC1S4P9T-EHumanEsophagusESCC8.12e-194.02e-010.1131
55330BLOC1S4P10T-EHumanEsophagusESCC6.20e-253.83e-010.116
55330BLOC1S4P11T-EHumanEsophagusESCC3.03e-196.82e-010.1426
55330BLOC1S4P12T-EHumanEsophagusESCC8.08e-304.62e-010.1122
55330BLOC1S4P15T-EHumanEsophagusESCC1.10e-092.61e-010.1149
55330BLOC1S4P16T-EHumanEsophagusESCC1.48e-326.00e-010.1153
55330BLOC1S4P17T-EHumanEsophagusESCC2.84e-104.78e-010.1278
55330BLOC1S4P19T-EHumanEsophagusESCC1.02e-033.01e-010.1662
55330BLOC1S4P20T-EHumanEsophagusESCC3.40e-133.19e-010.1124
55330BLOC1S4P21T-EHumanEsophagusESCC9.84e-182.86e-010.1617
55330BLOC1S4P22T-EHumanEsophagusESCC6.27e-355.54e-010.1236
55330BLOC1S4P23T-EHumanEsophagusESCC1.93e-256.39e-010.108
55330BLOC1S4P24T-EHumanEsophagusESCC5.39e-294.78e-010.1287
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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
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
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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
GO:00995185EsophagusESCCvesicle cytoskeletal trafficking50/855273/187236.75e-055.12e-0450
GO:00487531EsophagusESCCpigment granule organization23/855229/187232.25e-041.40e-0323
GO:00324381EsophagusESCCmelanosome organization22/855228/187233.95e-042.26e-0322
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:00484901EsophagusESCCanterograde synaptic vesicle transport15/855219/187233.29e-031.35e-0215
GO:00995141EsophagusESCCsynaptic vesicle cytoskeletal transport15/855219/187233.29e-031.35e-0215
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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
BLOC1S4insertionIn_Frame_Insnovelc.517_518insATGp.Leu173delinsHisValp.L173delinsHVQ9NUP1protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
BLOC1S4SNVMissense_Mutationnovelc.521T>Ap.Leu174Glnp.L174QQ9NUP1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BLOC1S4insertionFrame_Shift_Insnovelc.305_306insGp.Leu103AlafsTer82p.L103Afs*82Q9NUP1protein_codingTCGA-AP-A0LH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelPD
BLOC1S4SNVMissense_Mutationc.306N>Tp.Met102Ilep.M102IQ9NUP1protein_codingdeleterious(0.04)possibly_damaging(0.731)TCGA-BC-A10R-01Liverliver hepatocellular carcinomaFemale>=65III/IVOther, specify in noteschemoembolizationunknownPD
BLOC1S4SNVMissense_Mutationc.506N>Tp.Ala169Valp.A169VQ9NUP1protein_codingdeleterious(0.05)benign(0.371)TCGA-44-2656-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
BLOC1S4SNVMissense_Mutationc.388N>Tp.Arg130Cysp.R130CQ9NUP1protein_codingdeleterious(0.02)possibly_damaging(0.533)TCGA-50-5936-01Lunglung adenocarcinomaMale<65III/IVChemotherapytaxolPD
BLOC1S4SNVMissense_Mutationnovelc.575N>Cp.Gln192Prop.Q192PQ9NUP1protein_codingtolerated(0.3)benign(0.006)TCGA-55-8506-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
BLOC1S4SNVMissense_Mutationnovelc.379N>Ap.Glu127Lysp.E127KQ9NUP1protein_codingdeleterious(0.02)benign(0.042)TCGA-83-5908-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
BLOC1S4SNVMissense_Mutationnovelc.381G>Cp.Glu127Aspp.E127DQ9NUP1protein_codingdeleterious(0.02)possibly_damaging(0.616)TCGA-UF-A7JT-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIChemotherapycisplatinPD
BLOC1S4SNVMissense_Mutationc.631T>Cp.Cys211Argp.C211RQ9NUP1protein_codingtolerated(0.51)benign(0.053)TCGA-HU-A4GX-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapytaxolSD
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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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