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: MICALL2

Gene summary for MICALL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MICALL2

Gene ID

79778

Gene nameMICAL like 2
Gene AliasJRAB
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6UWK3


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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
79778MICALL2HTA11_2487_2000001011HumanColorectumSER4.79e-053.44e-01-0.1808
79778MICALL2HTA11_1938_2000001011HumanColorectumAD3.34e-022.09e-01-0.0811
79778MICALL2HTA11_78_2000001011HumanColorectumAD4.59e-022.22e-01-0.1088
79778MICALL2HTA11_347_2000001011HumanColorectumAD2.57e-103.31e-01-0.1954
79778MICALL2HTA11_411_2000001011HumanColorectumSER2.87e-108.42e-01-0.2602
79778MICALL2HTA11_696_2000001011HumanColorectumAD2.76e-043.85e-01-0.1464
79778MICALL2HTA11_1391_2000001011HumanColorectumAD8.82e-042.66e-01-0.059
79778MICALL2LZE4THumanEsophagusESCC1.89e-071.96e-010.0811
79778MICALL2LZE8THumanEsophagusESCC8.90e-031.41e-010.067
79778MICALL2LZE21D1HumanEsophagusHGIN3.76e-022.02e-010.0632
79778MICALL2LZE22THumanEsophagusESCC1.23e-063.36e-010.068
79778MICALL2LZE24THumanEsophagusESCC7.78e-081.09e-010.0596
79778MICALL2LZE22D3HumanEsophagusHGIN6.17e-045.59e-010.0653
79778MICALL2LZE21THumanEsophagusESCC1.17e-032.73e-010.0655
79778MICALL2P1T-EHumanEsophagusESCC4.65e-147.62e-010.0875
79778MICALL2P2T-EHumanEsophagusESCC7.75e-245.11e-010.1177
79778MICALL2P4T-EHumanEsophagusESCC4.71e-071.90e-010.1323
79778MICALL2P5T-EHumanEsophagusESCC3.50e-091.80e-010.1327
79778MICALL2P8T-EHumanEsophagusESCC3.15e-356.27e-010.0889
79778MICALL2P9T-EHumanEsophagusESCC9.56e-112.33e-010.1131
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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
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
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
GO:007259411StomachCAG with IMestablishment of protein localization to organelle41/1050422/187234.45e-046.89e-0341
GO:000704311StomachCAG with IMcell-cell junction assembly19/1050146/187235.29e-047.94e-0319
GO:007058511StomachCAG with IMprotein localization to mitochondrion17/1050125/187236.13e-048.81e-0317
GO:012019211StomachCAG with IMtight junction assembly12/105074/187237.94e-041.07e-0212
GO:005122211StomachCAG with IMpositive regulation of protein transport31/1050303/187239.21e-041.19e-0231
GO:007265511StomachCAG with IMestablishment of protein localization to mitochondrion16/1050120/187231.09e-031.33e-0216
GO:003158911StomachCAG with IMcell-substrate adhesion35/1050363/187231.29e-031.53e-0235
GO:000662611StomachCAG with IMprotein targeting to mitochondrion14/1050100/187231.36e-031.58e-0214
GO:007083011StomachCAG with IMbicellular tight junction assembly11/105070/187231.69e-031.84e-0211
GO:003432911StomachCAG with IMcell junction assembly38/1050420/187232.56e-032.50e-0238
GO:000701521StomachCSGactin filament organization62/1034442/187231.18e-112.70e-0962
GO:000683921StomachCSGmitochondrial transport42/1034254/187231.61e-102.75e-0842
GO:005125821StomachCSGprotein polymerization38/1034297/187231.22e-066.11e-0538
GO:003153221StomachCSGactin cytoskeleton reorganization20/1034107/187231.42e-066.87e-0520
GO:004521621StomachCSGcell-cell junction organization29/1034200/187231.82e-068.48e-0529
GO:000815421StomachCSGactin polymerization or depolymerization30/1034218/187233.65e-061.53e-0430
GO:003004121StomachCSGactin filament polymerization27/1034191/187236.66e-062.48e-0427
GO:007259421StomachCSGestablishment of protein localization to organelle42/1034422/187231.65e-043.28e-0342
GO:003444621StomachCSGsubstrate adhesion-dependent cell spreading16/1034108/187232.82e-045.00e-0316
GO:000660521StomachCSGprotein targeting33/1034314/187233.03e-045.20e-0333
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa0453039EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa04530115EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0453045Oral cavityNEOLPTight junction39/1112169/84652.50e-041.62e-031.02e-0339
hsa0453055Oral cavityNEOLPTight junction39/1112169/84652.50e-041.62e-031.02e-0339
hsa0453012StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa0453013StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa0453021StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0453031StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0453041StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
hsa0453051StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
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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
MICALL2SNVMissense_Mutationc.288G>Cp.Leu96Phep.L96FQ8IY33protein_codingdeleterious(0.01)possibly_damaging(0.906)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
MICALL2SNVMissense_Mutationnovelc.1862N>Ap.Pro621Hisp.P621HQ8IY33protein_codingdeleterious(0)possibly_damaging(0.737)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MICALL2SNVMissense_Mutationrs747674926c.1451N>Gp.Ser484Cysp.S484CQ8IY33protein_codingtolerated(0.05)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MICALL2insertionFrame_Shift_Insrs751396826c.1284_1285insCp.Gly429ArgfsTer61p.G429Rfs*61Q8IY33protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MICALL2SNVMissense_Mutationnovelc.1291A>Gp.Ser431Glyp.S431GQ8IY33protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MICALL2SNVMissense_Mutationrs374682289c.1910N>Ap.Thr637Asnp.T637NQ8IY33protein_codingtolerated(0.07)benign(0.307)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MICALL2SNVMissense_Mutationrs760862909c.1138G>Ap.Gly380Argp.G380RQ8IY33protein_codingtolerated(0.53)benign(0.086)TCGA-C5-A2M2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MICALL2SNVMissense_Mutationnovelc.362N>Tp.Ala121Valp.A121VQ8IY33protein_codingdeleterious(0)benign(0.042)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MICALL2SNVMissense_Mutationc.2625N>Ap.Met875Ilep.M875IQ8IY33protein_codingdeleterious(0.01)benign(0.231)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MICALL2SNVMissense_Mutationc.1010N>Ap.Arg337Hisp.R337HQ8IY33protein_codingtolerated(0.17)benign(0)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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