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: SCML1

Gene summary for SCML1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCML1

Gene ID

6322

Gene nameScm polycomb group protein like 1
Gene AliasSCML1
CytomapXp22.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RBY0


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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
6322SCML1HTA11_347_2000001011HumanColorectumAD2.58e-073.21e-01-0.1954
6322SCML1HTA11_99999970781_79442HumanColorectumMSS1.03e-188.85e-010.294
6322SCML1HTA11_99999965104_69814HumanColorectumMSS1.23e-211.03e+000.281
6322SCML1HTA11_99999971662_82457HumanColorectumMSS8.91e-117.16e-010.3859
6322SCML1HTA11_99999974143_84620HumanColorectumMSS4.37e-074.86e-010.3005
6322SCML1A015-C-203HumanColorectumFAP1.04e-05-1.46e-02-0.1294
6322SCML1A015-C-104HumanColorectumFAP2.19e-05-1.30e-02-0.1899
6322SCML1A015-C-202HumanColorectumFAP1.28e-042.80e-01-0.0849
6322SCML1A002-C-016HumanColorectumFAP1.08e-033.99e-020.0521
6322SCML1A002-C-116HumanColorectumFAP4.36e-08-2.22e-01-0.0452
6322SCML1F034HumanColorectumFAP3.09e-02-2.05e-02-0.0665
6322SCML1LZE4THumanEsophagusESCC5.52e-073.62e-010.0811
6322SCML1LZE24THumanEsophagusESCC9.82e-046.23e-020.0596
6322SCML1LZE21THumanEsophagusESCC2.42e-062.57e-010.0655
6322SCML1P1T-EHumanEsophagusESCC8.69e-083.28e-010.0875
6322SCML1P2T-EHumanEsophagusESCC9.76e-294.59e-010.1177
6322SCML1P4T-EHumanEsophagusESCC1.13e-072.82e-010.1323
6322SCML1P5T-EHumanEsophagusESCC2.65e-061.65e-010.1327
6322SCML1P8T-EHumanEsophagusESCC2.19e-101.94e-010.0889
6322SCML1P9T-EHumanEsophagusESCC1.18e-041.72e-010.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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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
SCML1SNVMissense_Mutationrs777123192c.25N>Gp.Ile9Valp.I9VQ9UN30protein_codingtolerated(1)benign(0.001)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SCML1SNVMissense_Mutationnovelc.277N>Ap.His93Asnp.H93NQ9UN30protein_codingtolerated(0.12)benign(0)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCML1SNVMissense_Mutationnovelc.629G>Tp.Cys210Phep.C210FQ9UN30protein_codingdeleterious(0.04)benign(0.02)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCML1SNVMissense_Mutationnovelc.545T>Ap.Val182Glup.V182EQ9UN30protein_codingtolerated(0.93)probably_damaging(0.954)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
SCML1SNVMissense_Mutationc.403N>Ap.Glu135Lysp.E135KQ9UN30protein_codingtolerated(0.2)benign(0.022)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SCML1SNVMissense_Mutationnovelc.939N>Tp.Lys313Asnp.K313NQ9UN30protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A5PV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SCML1insertionNonsense_Mutationnovelc.513_514insTTTTCTAAAATGTTAAGCAAAAATTCTCTTTATCTCACATAAAp.Asp172PhefsTer14p.D172Ffs*14Q9UN30protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SCML1insertionFrame_Shift_Insnovelc.276_277insTTGAATGGp.His93LeufsTer33p.H93Lfs*33Q9UN30protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCML1deletionFrame_Shift_Delnovelc.745_749delNNNNNp.Gly249HisfsTer3p.G249Hfs*3Q9UN30protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SCML1insertionNonsense_Mutationnovelc.547_548insCCATTACCAACCAAATGTAGTTATGTCTCTTTCATCTp.His183ProfsTer7p.H183Pfs*7Q9UN30protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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