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: SHFM1

Gene summary for SHFM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHFM1

Gene ID

7979

Gene nameSEM1 26S proteasome subunit
Gene AliasC7orf76
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

P60896


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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
7979SHFM1C30HumanOral cavityOSCC6.61e-614.44e+000.3055
7979SHFM1C38HumanOral cavityOSCC1.05e-333.78e+000.172
7979SHFM1C43HumanOral cavityOSCC4.90e-1172.56e+000.1704
7979SHFM1C46HumanOral cavityOSCC4.45e-872.41e+000.1673
7979SHFM1C51HumanOral cavityOSCC9.26e-463.61e+000.2674
7979SHFM1C57HumanOral cavityOSCC2.76e-562.57e+000.1679
7979SHFM1C06HumanOral cavityOSCC2.36e-254.03e+000.2699
7979SHFM1C07HumanOral cavityOSCC7.02e-203.52e+000.2491
7979SHFM1C08HumanOral cavityOSCC1.09e-1183.31e+000.1919
7979SHFM1C86HumanOral cavityOSCC1.33e-061.44e+000.161
7979SHFM1C09HumanOral cavityOSCC1.46e-521.83e+000.1431
7979SHFM1LN22HumanOral cavityOSCC1.60e-383.30e+000.1733
7979SHFM1LN38HumanOral cavityOSCC3.07e-263.16e+000.168
7979SHFM1LN46HumanOral cavityOSCC1.43e-432.51e+000.1666
7979SHFM1LP15HumanOral cavityLP1.18e-253.67e+000.2174
7979SHFM1LP16HumanOral cavityLP1.26e-021.86e+000.1055
7979SHFM1LP17HumanOral cavityLP2.44e-163.25e+000.2349
7979SHFM1EOLP-1HumanOral cavityEOLP7.39e-19-5.31e-01-0.0202
7979SHFM1EOLP-2HumanOral cavityEOLP1.05e-16-5.31e-01-0.0203
7979SHFM1NEOLP-1HumanOral cavityNEOLP3.89e-18-5.31e-01-0.0194
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305010BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305013BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
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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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