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: ALMS1

Gene summary for ALMS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALMS1

Gene ID

7840

Gene nameALMS1 centrosome and basal body associated protein
Gene AliasALSS
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8TCU4


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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
7840ALMS1LZE2THumanEsophagusESCC1.52e-085.99e-010.082
7840ALMS1LZE4THumanEsophagusESCC2.18e-061.94e-010.0811
7840ALMS1LZE7THumanEsophagusESCC2.07e-093.91e-010.0667
7840ALMS1LZE20THumanEsophagusESCC1.26e-021.11e-010.0662
7840ALMS1LZE24THumanEsophagusESCC2.66e-163.46e-010.0596
7840ALMS1LZE21THumanEsophagusESCC8.02e-042.45e-010.0655
7840ALMS1LZE6THumanEsophagusESCC9.61e-051.96e-010.0845
7840ALMS1P1T-EHumanEsophagusESCC2.44e-062.69e-010.0875
7840ALMS1P2T-EHumanEsophagusESCC1.15e-193.87e-010.1177
7840ALMS1P4T-EHumanEsophagusESCC4.13e-173.43e-010.1323
7840ALMS1P5T-EHumanEsophagusESCC8.46e-061.22e-010.1327
7840ALMS1P8T-EHumanEsophagusESCC7.53e-091.66e-010.0889
7840ALMS1P10T-EHumanEsophagusESCC4.34e-122.25e-010.116
7840ALMS1P11T-EHumanEsophagusESCC6.74e-092.86e-010.1426
7840ALMS1P12T-EHumanEsophagusESCC1.07e-123.25e-010.1122
7840ALMS1P15T-EHumanEsophagusESCC3.34e-061.72e-010.1149
7840ALMS1P16T-EHumanEsophagusESCC8.19e-102.12e-010.1153
7840ALMS1P17T-EHumanEsophagusESCC2.68e-031.82e-010.1278
7840ALMS1P20T-EHumanEsophagusESCC3.32e-244.80e-010.1124
7840ALMS1P21T-EHumanEsophagusESCC7.33e-102.22e-010.1617
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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
∗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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:006157227EsophagusESCCactin filament bundle organization101/8552161/187239.22e-068.82e-05101
GO:003003820EsophagusESCCcontractile actin filament bundle assembly67/8552106/187232.03e-041.28e-0367
GO:004314920EsophagusESCCstress fiber assembly67/8552106/187232.03e-041.28e-0367
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:003223120EsophagusESCCregulation of actin filament bundle assembly64/8552105/187231.15e-035.70e-0364
GO:005149225EsophagusESCCregulation of stress fiber assembly56/855291/187231.66e-037.68e-0356
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:011002025EsophagusESCCregulation of actomyosin structure organization59/8552100/187234.98e-031.91e-0259
GO:01201624EsophagusESCCpositive regulation of cold-induced thermogenesis57/855297/187236.43e-032.35e-0257
GO:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
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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
ALMS1SNVMissense_Mutationnovelc.392C>Gp.Ser131Cysp.S131Cprotein_codingdeleterious(0.04)benign(0.042)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
ALMS1SNVMissense_Mutationnovelc.8176A>Gp.Ile2726Valp.I2726Vprotein_codingtolerated(0.1)benign(0.421)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ALMS1SNVMissense_Mutationnovelc.10957N>Ap.Asp3653Asnp.D3653Nprotein_codingdeleterious(0.03)benign(0.221)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALMS1SNVMissense_Mutationnovelc.1254N>Tp.Lys418Asnp.K418Nprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.882)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALMS1SNVMissense_Mutationnovelc.5954N>Tp.Ser1985Phep.S1985Fprotein_codingdeleterious(0.03)benign(0.162)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ALMS1SNVMissense_Mutationnovelc.11134N>Cp.Glu3712Glnp.E3712Qprotein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ALMS1SNVMissense_Mutationnovelc.1133N>Cp.Glu378Alap.E378Aprotein_codingdeleterious(0.04)benign(0.023)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALMS1SNVMissense_Mutationrs769734500c.1927N>Ap.Glu643Lysp.E643Kprotein_codingdeleterious(0.03)possibly_damaging(0.511)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALMS1SNVMissense_Mutationnovelc.3162N>Tp.Glu1054Aspp.E1054Dprotein_codingtolerated(0.09)benign(0.03)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALMS1SNVMissense_Mutationnovelc.9679C>Tp.His3227Tyrp.H3227Yprotein_codingtolerated(0.13)benign(0.012)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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