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: SHLD2

Gene summary for SHLD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHLD2

Gene ID

54537

Gene nameshieldin complex subunit 2
Gene AliasFAM35A
Cytomap10q23.2
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q86V20


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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
54537SHLD2HTA11_866_3004761011HumanColorectumAD1.25e-02-3.61e-010.096
54537SHLD2HTA11_99999970781_79442HumanColorectumMSS8.87e-46-8.34e-010.294
54537SHLD2HTA11_99999965104_69814HumanColorectumMSS3.35e-19-8.34e-010.281
54537SHLD2HTA11_99999971662_82457HumanColorectumMSS5.40e-44-8.34e-010.3859
54537SHLD2HTA11_99999973899_84307HumanColorectumMSS6.01e-15-8.34e-010.2585
54537SHLD2HTA11_99999974143_84620HumanColorectumMSS2.49e-45-8.34e-010.3005
54537SHLD2F007HumanColorectumFAP1.04e-02-2.66e-010.1176
54537SHLD2A015-C-203HumanColorectumFAP1.08e-22-3.56e-01-0.1294
54537SHLD2A015-C-204HumanColorectumFAP1.50e-04-2.32e-01-0.0228
54537SHLD2A014-C-040HumanColorectumFAP1.49e-04-3.06e-01-0.1184
54537SHLD2A002-C-201HumanColorectumFAP4.48e-14-3.14e-010.0324
54537SHLD2A001-C-119HumanColorectumFAP1.76e-10-4.36e-01-0.1557
54537SHLD2A001-C-108HumanColorectumFAP3.09e-12-2.17e-01-0.0272
54537SHLD2A002-C-205HumanColorectumFAP5.19e-22-3.63e-01-0.1236
54537SHLD2A015-C-005HumanColorectumFAP8.08e-05-2.62e-01-0.0336
54537SHLD2A015-C-006HumanColorectumFAP4.59e-15-4.11e-01-0.0994
54537SHLD2A015-C-106HumanColorectumFAP1.25e-08-1.90e-01-0.0511
54537SHLD2A002-C-114HumanColorectumFAP2.88e-20-2.95e-01-0.1561
54537SHLD2A015-C-104HumanColorectumFAP2.44e-23-3.41e-01-0.1899
54537SHLD2A001-C-014HumanColorectumFAP2.18e-13-2.92e-010.0135
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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
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
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:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00510542ColorectumMSSpositive regulation of DNA metabolic process69/3467201/187236.33e-083.26e-0669
GO:20010202ColorectumMSSregulation of response to DNA damage stimulus64/3467219/187237.20e-051.21e-0364
GO:20010221ColorectumMSSpositive regulation of response to DNA damage stimulus33/3467105/187239.83e-049.86e-0333
GO:00062821ColorectumMSSregulation of DNA repair38/3467130/187231.93e-031.67e-0238
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:0045739ColorectumMSSpositive regulation of DNA repair23/346773/187235.22e-033.57e-0223
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00510544ColorectumFAPpositive regulation of DNA metabolic process53/2622201/187232.55e-069.82e-0553
GO:20010204ColorectumFAPregulation of response to DNA damage stimulus51/2622219/187231.40e-042.21e-0351
GO:00062822ColorectumFAPregulation of DNA repair32/2622130/187238.53e-048.79e-0332
GO:20010222ColorectumFAPpositive regulation of response to DNA damage stimulus27/2622105/187231.04e-031.02e-0227
GO:00457391ColorectumFAPpositive regulation of DNA repair19/262273/187234.71e-033.17e-0219
GO:00510545ColorectumCRCpositive regulation of DNA metabolic process46/2078201/187231.26e-067.21e-0546
GO:00510525ColorectumCRCregulation of DNA metabolic process70/2078359/187231.75e-068.92e-0570
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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
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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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