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: MACF1

Gene summary for MACF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MACF1

Gene ID

23499

Gene namemicrotubule actin crosslinking factor 1
Gene AliasABP620
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6ZSD7


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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
23499MACF1CA_HPV_1HumanCervixCC1.75e-09-6.32e-030.0264
23499MACF1CA_HPV_2HumanCervixCC3.26e-042.58e-010.0391
23499MACF1CA_HPV_3HumanCervixCC3.75e-061.95e-010.0414
23499MACF1CCI_1HumanCervixCC3.10e-071.90e+000.528
23499MACF1CCI_3HumanCervixCC4.30e-078.53e-010.516
23499MACF1L1HumanCervixCC2.02e-03-2.11e-010.0802
23499MACF1HTA11_3410_2000001011HumanColorectumAD5.53e-07-5.00e-010.0155
23499MACF1HTA11_347_2000001011HumanColorectumAD1.58e-023.33e-01-0.1954
23499MACF1HTA11_411_2000001011HumanColorectumSER7.52e-047.96e-01-0.2602
23499MACF1HTA11_3361_2000001011HumanColorectumAD1.60e-06-4.24e-01-0.1207
23499MACF1HTA11_99999974143_84620HumanColorectumMSS3.32e-02-2.85e-010.3005
23499MACF1A001-C-207HumanColorectumFAP1.19e-037.55e-020.1278
23499MACF1A015-C-203HumanColorectumFAP3.23e-32-1.08e-01-0.1294
23499MACF1A015-C-204HumanColorectumFAP5.53e-03-3.77e-02-0.0228
23499MACF1A014-C-040HumanColorectumFAP8.51e-03-2.24e-01-0.1184
23499MACF1A002-C-201HumanColorectumFAP7.61e-10-5.76e-020.0324
23499MACF1A002-C-203HumanColorectumFAP7.70e-04-2.80e-020.2786
23499MACF1A001-C-119HumanColorectumFAP9.67e-173.38e-01-0.1557
23499MACF1A001-C-108HumanColorectumFAP2.71e-182.76e-01-0.0272
23499MACF1A002-C-205HumanColorectumFAP6.91e-276.46e-02-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
GO:00486388ProstateBPHregulation of developmental growth74/3107330/187233.43e-031.76e-0274
GO:00507706ProstateBPHregulation of axonogenesis39/3107154/187233.65e-031.85e-0239
GO:00430017ProstateBPHGolgi to plasma membrane protein transport14/310740/187233.68e-031.85e-0214
GO:00507726ProstateBPHpositive regulation of axonogenesis23/310779/187233.81e-031.91e-0223
GO:00457736ProstateBPHpositive regulation of axon extension14/310742/187236.05e-032.78e-0214
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:002260418ProstateTumorregulation of cell morphogenesis102/3246309/187231.25e-119.49e-10102
GO:015011516ProstateTumorcell-substrate junction organization46/3246101/187234.27e-112.82e-0946
GO:004206019ProstateTumorwound healing127/3246422/187235.32e-113.41e-09127
GO:001605514ProstateTumorWnt signaling pathway131/3246444/187231.16e-107.11e-09131
GO:019873814ProstateTumorcell-cell signaling by wnt131/3246446/187231.61e-109.69e-09131
GO:000704415ProstateTumorcell-substrate junction assembly43/324695/187232.33e-101.34e-0843
GO:001604916ProstateTumorcell growth137/3246482/187237.01e-103.51e-08137
GO:003158916ProstateTumorcell-substrate adhesion109/3246363/187231.41e-096.71e-08109
GO:007265917ProstateTumorprotein localization to plasma membrane90/3246284/187232.07e-098.99e-0890
GO:015011616ProstateTumorregulation of cell-substrate junction organization34/324671/187232.86e-091.18e-0734
GO:003011114ProstateTumorregulation of Wnt signaling pathway99/3246328/187235.92e-092.34e-0799
GO:001081018ProstateTumorregulation of cell-substrate adhesion73/3246221/187239.68e-093.62e-0773
GO:009013217ProstateTumorepithelium migration105/3246360/187231.57e-085.62e-07105
GO:009013017ProstateTumortissue migration106/3246365/187231.73e-086.10e-07106
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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
MACF1SNVMissense_Mutationnovelc.7798N>Gp.Gln2600Glup.Q2600EQ9UPN3protein_codingtolerated(0.13)benign(0.006)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MACF1SNVMissense_Mutationc.8631N>Cp.Glu2877Aspp.E2877DQ9UPN3protein_codingtolerated(0.1)benign(0.054)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MACF1SNVMissense_Mutationrs761570070c.14837N>Ap.Arg4946Glnp.R4946QQ9UPN3protein_codingdeleterious(0)probably_damaging(0.964)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MACF1SNVMissense_Mutationnovelc.6629N>Tp.Thr2210Ilep.T2210IQ9UPN3protein_codingdeleterious(0.04)benign(0.211)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
MACF1SNVMissense_Mutationc.14091N>Tp.Lys4697Asnp.K4697NQ9UPN3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MACF1SNVMissense_Mutationnovelc.13989G>Tp.Lys4663Asnp.K4663NQ9UPN3protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MACF1SNVMissense_Mutationrs749774177c.14554N>Ap.Asp4852Asnp.D4852NQ9UPN3protein_codingtolerated(0.08)probably_damaging(0.937)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MACF1SNVMissense_Mutationc.12536N>Ap.Cys4179Tyrp.C4179YQ9UPN3protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MACF1SNVMissense_Mutationc.470N>Ap.Arg157Hisp.R157HQ9UPN3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MACF1SNVMissense_Mutationnovelc.5482N>Cp.Glu1828Glnp.E1828QQ9UPN3protein_codingtolerated(0.06)possibly_damaging(0.521)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<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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