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: SGCZ

Gene summary for SGCZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGCZ

Gene ID

137868

Gene namesarcoglycan zeta
Gene AliasZSG1
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q08AT0


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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
137868SGCZHTA11_2487_2000001011HumanColorectumSER1.04e-031.95e-01-0.1808
137868SGCZHTA11_1938_2000001011HumanColorectumAD1.54e-083.20e-01-0.0811
137868SGCZHTA11_78_2000001011HumanColorectumAD3.91e-031.92e-01-0.1088
137868SGCZHTA11_347_2000001011HumanColorectumAD4.92e-102.45e-01-0.1954
137868SGCZHTA11_411_2000001011HumanColorectumSER1.11e-034.18e-01-0.2602
137868SGCZHTA11_2112_2000001011HumanColorectumSER7.27e-033.46e-01-0.2196
137868SGCZHTA11_3361_2000001011HumanColorectumAD3.22e-083.19e-01-0.1207
137868SGCZHTA11_696_2000001011HumanColorectumAD1.36e-082.67e-01-0.1464
137868SGCZHTA11_866_2000001011HumanColorectumAD2.42e-021.40e-01-0.1001
137868SGCZHTA11_1391_2000001011HumanColorectumAD5.53e-103.06e-01-0.059
137868SGCZHTA11_2992_2000001011HumanColorectumSER4.41e-073.80e-01-0.1706
137868SGCZHTA11_5216_2000001011HumanColorectumSER1.69e-023.42e-01-0.1462
137868SGCZHTA11_546_2000001011HumanColorectumAD8.50e-032.25e-01-0.0842
137868SGCZHTA11_6818_2000001011HumanColorectumAD3.08e-022.17e-010.0112
137868SGCZHTA11_6818_2000001021HumanColorectumAD5.25e-042.33e-010.0588
137868SGCZHTA11_99999965062_69753HumanColorectumMSI-H1.31e-055.64e-010.3487
137868SGCZHTA11_99999965104_69814HumanColorectumMSS1.92e-021.59e-010.281
137868SGCZHTA11_99999974143_84620HumanColorectumMSS6.41e-051.81e-010.3005
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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
∗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:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:0046716ColorectumMSSmuscle cell cellular homeostasis9/346719/187233.88e-032.83e-029
GO:00602493ColorectumMSI-Hanatomical structure homeostasis38/1319314/187237.73e-041.44e-0238
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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
SGCZinsertionNonsense_Mutationnovelc.762_763insTAAATCp.Glu254_Thr255insTerp.E254_T255ins*Q96LD1protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SGCZdeletionFrame_Shift_Delnovelc.399delNp.Gln134SerfsTer2p.Q134Sfs*2Q96LD1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SGCZSNVMissense_Mutationrs751791396c.562N>Ap.Val188Ilep.V188IQ96LD1protein_codingtolerated(0.27)benign(0.02)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGCZSNVMissense_Mutationrs528398080c.344N>Tp.Pro115Leup.P115LQ96LD1protein_codingtolerated(0.21)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGCZSNVMissense_Mutationc.14N>Tp.Thr5Metp.T5MQ96LD1protein_codingtolerated(0.06)benign(0.042)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGCZSNVMissense_Mutationc.497C>Tp.Ser166Phep.S166FQ96LD1protein_codingdeleterious(0.04)benign(0.222)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
SGCZSNVMissense_Mutationrs139184216c.853N>Ap.Val285Ilep.V285IQ96LD1protein_codingtolerated(0.17)benign(0.003)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
SGCZSNVMissense_Mutationrs138916610c.332N>Ap.Arg111Glnp.R111QQ96LD1protein_codingdeleterious(0)possibly_damaging(0.49)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SGCZSNVMissense_Mutationc.123N>Gp.Ile41Metp.I41MQ96LD1protein_codingdeleterious(0)benign(0.41)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SGCZSNVMissense_Mutationc.386G>Tp.Arg129Ilep.R129IQ96LD1protein_codingdeleterious(0.02)benign(0.239)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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