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: SALL1

Gene summary for SALL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SALL1

Gene ID

6299

Gene namespalt like transcription factor 1
Gene AliasHEL-S-89
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9NSC2


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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
6299SALL1HCC1_MengHumanLiverHCC1.34e-11-4.88e-020.0246
6299SALL1HCC1HumanLiverHCC4.44e-083.27e+000.5336
6299SALL1HCC2HumanLiverHCC3.32e-041.50e+000.5341
6299SALL1S014HumanLiverHCC1.37e-063.18e-010.2254
6299SALL1S015HumanLiverHCC7.80e-063.92e-010.2375
6299SALL1S016HumanLiverHCC4.71e-042.47e-010.2243
6299SALL1S028HumanLiverHCC2.23e-042.83e-010.2503
6299SALL1S029HumanLiverHCC9.56e-053.96e-010.2581
6299SALL1male-WTAHumanThyroidPTC2.65e-211.68e-010.1037
6299SALL1PTC01HumanThyroidPTC4.61e-045.06e-020.1899
6299SALL1PTC03HumanThyroidPTC6.68e-03-3.81e-020.1784
6299SALL1PTC05HumanThyroidPTC2.61e-165.13e-010.2065
6299SALL1PTC06HumanThyroidPTC9.04e-161.97e-010.2057
6299SALL1PTC07HumanThyroidPTC7.46e-111.87e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:003017721LiverHCCpositive regulation of Wnt signaling pathway81/7958140/187231.73e-041.36e-0381
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:006145811LiverHCCreproductive system development205/7958427/187231.16e-024.27e-02205
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:0048732113ThyroidPTCgland development193/5968436/187232.88e-086.42e-07193
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:003017719ThyroidPTCpositive regulation of Wnt signaling pathway72/5968140/187231.16e-061.69e-0572
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:00032794ThyroidPTCcardiac septum development54/5968103/187231.17e-051.29e-0454
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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
SALL1SNVMissense_Mutationnovelc.2707N>Cp.Ser903Prop.S903PQ9NSC2protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
SALL1SNVMissense_Mutationrs750514153c.1192N>Ap.Ala398Thrp.A398TQ9NSC2protein_codingtolerated(0.09)benign(0.026)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
SALL1SNVMissense_Mutationc.356T>Ap.Leu119Hisp.L119HQ9NSC2protein_codingtolerated(0.21)benign(0.371)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
SALL1SNVMissense_Mutationc.3080G>Ap.Arg1027Lysp.R1027KQ9NSC2protein_codingtolerated(0.4)probably_damaging(0.924)TCGA-AC-A62X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SALL1SNVMissense_Mutationc.2487N>Ap.Met829Ilep.M829IQ9NSC2protein_codingtolerated(0.17)benign(0.04)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SALL1SNVMissense_Mutationc.2440N>Ap.Asp814Asnp.D814NQ9NSC2protein_codingtolerated(0.1)possibly_damaging(0.728)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SALL1SNVMissense_Mutationc.2869G>Tp.Ala957Serp.A957SQ9NSC2protein_codingtolerated(0.64)benign(0.003)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SALL1SNVMissense_Mutationrs766578948c.3719N>Tp.Ala1240Valp.A1240VQ9NSC2protein_codingtolerated(0.12)probably_damaging(0.994)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SALL1SNVMissense_Mutationc.1406N>Ap.Arg469Hisp.R469HQ9NSC2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SALL1SNVMissense_Mutationc.343G>Cp.Glu115Glnp.E115QQ9NSC2protein_codingdeleterious(0.01)benign(0.005)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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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