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: SPECC1

Gene summary for SPECC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPECC1

Gene ID

92521

Gene namesperm antigen with calponin homology and coiled-coil domains 1
Gene AliasCYTSB
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A024QYY9


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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
92521SPECC1AEH-subject1HumanEndometriumAEH6.52e-206.28e-01-0.3059
92521SPECC1AEH-subject2HumanEndometriumAEH7.85e-226.66e-01-0.2525
92521SPECC1AEH-subject3HumanEndometriumAEH1.78e-216.57e-01-0.2576
92521SPECC1AEH-subject4HumanEndometriumAEH1.53e-134.93e-01-0.2657
92521SPECC1AEH-subject5HumanEndometriumAEH3.65e-033.35e-01-0.2953
92521SPECC1EEC-subject1HumanEndometriumEEC1.98e-063.66e-01-0.2682
92521SPECC1EEC-subject2HumanEndometriumEEC5.91e-105.32e-01-0.2607
92521SPECC1EEC-subject4HumanEndometriumEEC3.46e-206.15e-01-0.2571
92521SPECC1EEC-subject5HumanEndometriumEEC4.29e-338.40e-01-0.249
92521SPECC1GSM5276937HumanEndometriumEEC3.60e-02-3.39e-02-0.0897
92521SPECC1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.96e-159.62e-02-0.1869
92521SPECC1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.18e-127.19e-02-0.1875
92521SPECC1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.21e-123.77e-02-0.1883
92521SPECC1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.13e-032.85e-02-0.1934
92521SPECC1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.51e-126.71e-02-0.1917
92521SPECC1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.64e-131.12e-01-0.1916
92521SPECC1LZE4THumanEsophagusESCC1.01e-072.48e-010.0811
92521SPECC1LZE5THumanEsophagusESCC4.52e-022.00e-010.0514
92521SPECC1LZE7THumanEsophagusESCC4.52e-041.73e-010.0667
92521SPECC1LZE8THumanEsophagusESCC3.91e-051.11e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
SPECC1SNVMissense_Mutationrs565518088c.3151N>Ap.Asp1051Asnp.D1051NQ5M775protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SPECC1SNVMissense_Mutationnovelc.1689N>Tp.Gln563Hisp.Q563HQ5M775protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPECC1SNVMissense_Mutationrs771455889c.2285G>Ap.Arg762Glnp.R762QQ5M775protein_codingtolerated(0.05)benign(0.279)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
SPECC1SNVMissense_Mutationc.576G>Cp.Lys192Asnp.K192NQ5M775protein_codingdeleterious(0)benign(0.269)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
SPECC1SNVMissense_Mutationc.2893C>Ap.Arg965Serp.R965SQ5M775protein_codingdeleterious(0)probably_damaging(0.997)TCGA-E9-A24A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SPECC1SNVMissense_Mutationrs374473392c.431N>Tp.Thr144Metp.T144MQ5M775protein_codingdeleterious(0.02)possibly_damaging(0.871)TCGA-OK-A5Q2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPECC1insertionFrame_Shift_Insnovelc.575_576insCCp.Lys192AsnfsTer10p.K192Nfs*10Q5M775protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
SPECC1insertionFrame_Shift_Insnovelc.1145_1146insGGGCp.Asn383GlyfsTer5p.N383Gfs*5Q5M775protein_codingTCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SPECC1insertionFrame_Shift_Insnovelc.1146_1147insGCAAGTCACACTGGCGACAGCAGCTGCCCp.Asn383AlafsTer36p.N383Afs*36Q5M775protein_codingTCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SPECC1deletionFrame_Shift_Delnovelc.1571delNp.Glu524AspfsTer9p.E524Dfs*9Q5M775protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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