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: SMARCAL1

Gene summary for SMARCAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCAL1

Gene ID

50485

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a like 1
Gene AliasHARP
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q9NZC9


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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
50485SMARCAL1LZE4THumanEsophagusESCC1.11e-026.91e-020.0811
50485SMARCAL1LZE8THumanEsophagusESCC5.06e-071.36e-010.067
50485SMARCAL1LZE24THumanEsophagusESCC1.13e-061.01e-010.0596
50485SMARCAL1P1T-EHumanEsophagusESCC3.36e-031.26e-010.0875
50485SMARCAL1P2T-EHumanEsophagusESCC4.12e-111.80e-010.1177
50485SMARCAL1P4T-EHumanEsophagusESCC3.28e-091.16e-010.1323
50485SMARCAL1P8T-EHumanEsophagusESCC3.23e-081.40e-010.0889
50485SMARCAL1P9T-EHumanEsophagusESCC3.05e-038.13e-020.1131
50485SMARCAL1P10T-EHumanEsophagusESCC6.40e-047.30e-020.116
50485SMARCAL1P11T-EHumanEsophagusESCC1.30e-062.17e-010.1426
50485SMARCAL1P12T-EHumanEsophagusESCC5.84e-172.05e-010.1122
50485SMARCAL1P15T-EHumanEsophagusESCC5.33e-091.78e-010.1149
50485SMARCAL1P16T-EHumanEsophagusESCC1.55e-132.12e-010.1153
50485SMARCAL1P17T-EHumanEsophagusESCC1.70e-032.18e-010.1278
50485SMARCAL1P19T-EHumanEsophagusESCC1.02e-042.30e-010.1662
50485SMARCAL1P20T-EHumanEsophagusESCC6.09e-202.60e-010.1124
50485SMARCAL1P21T-EHumanEsophagusESCC2.36e-161.92e-010.1617
50485SMARCAL1P22T-EHumanEsophagusESCC2.45e-081.54e-010.1236
50485SMARCAL1P23T-EHumanEsophagusESCC1.36e-099.89e-020.108
50485SMARCAL1P24T-EHumanEsophagusESCC6.31e-152.01e-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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
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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
SMARCAL1SNVMissense_Mutationrs119473037c.1933N>Tp.Arg645Cysp.R645CQ9NZC9protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCAL1SNVMissense_Mutationc.2673N>Cp.Glu891Aspp.E891DQ9NZC9protein_codingtolerated(0.18)benign(0.01)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMARCAL1SNVMissense_Mutationc.1698N>Tp.Met566Ilep.M566IQ9NZC9protein_codingdeleterious(0.03)benign(0.026)TCGA-AN-A0FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCAL1SNVMissense_Mutationc.445N>Gp.Gln149Glup.Q149EQ9NZC9protein_codingtolerated(0.29)benign(0.095)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCAL1SNVMissense_Mutationc.542N>Gp.Ser181Cysp.S181CQ9NZC9protein_codingtolerated(0.09)benign(0.005)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCAL1SNVMissense_Mutationrs370663120c.1030G>Ap.Glu344Lysp.E344KQ9NZC9protein_codingdeleterious(0.05)possibly_damaging(0.608)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
SMARCAL1SNVMissense_Mutationc.2106C>Gp.Phe702Leup.F702LQ9NZC9protein_codingdeleterious(0)possibly_damaging(0.472)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SMARCAL1deletionFrame_Shift_Delnovelc.898delCp.Gln300SerfsTer83p.Q300Sfs*83Q9NZC9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SMARCAL1deletionFrame_Shift_Delnovelc.1901delAp.Lys634SerfsTer28p.K634Sfs*28Q9NZC9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SMARCAL1SNVMissense_Mutationnovelc.148A>Gp.Lys50Glup.K50EQ9NZC9protein_codingtolerated_low_confidence(0.12)benign(0.026)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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