| Literature DB >> 14979920 |
Torsten Stein1, Joanna S Morris, Claire R Davies, Stephen J Weber-Hall, Marie-Anne Duffy, Victoria J Heath, Alexandra K Bell, Roderick K Ferrier, Gavin P Sandilands, Barry A Gusterson.
Abstract
INTRODUCTION: Involution of the mammary gland is a complex process of controlled apoptosis and tissue remodelling. The aim of the project was to identify genes that are specifically involved in this process.Entities:
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Year: 2003 PMID: 14979920 PMCID: PMC400652 DOI: 10.1186/bcr753
Source DB: PubMed Journal: Breast Cancer Res ISSN: 1465-5411 Impact factor: 6.466
Figure 1RNA expression profiles of selected control genes. The graphs show the scaled average signals (y-axis) for the milk protein genes casein α, β, γ, δ, κ and butyrophilin (a), as well as the transcription factor genes MSX2 (b) and LMO4 (c), and the pro-apoptotic gene BAX (d) at the different stages of adult mouse mammary gland development (x-axis).
List of involution-specific genes clustered with the use of Pearson correlation clustering
| DMT probe set | Log ratio | Gene description | DMT probe set | Log ratio | Gene description |
| Cluster 1 | Cluster 3 | ||||
| 100034_at | 3.42 | Maspin | 102761_at | 1.47 | GrpE-like 2, mitochondrial |
| 102712_at | 3.27 | Serum amyloid A3 | 162011_f_at | 1.15 | Ras homologue gene family, member U |
| 98041_at | 8.01 | Ribonuclease 1, pancreatic | 96747_at | 1.16 | Ras homologue gene family, member U |
| 96056_at | 1.42 | RhoC | 103065_at | 1.66 | Solute carrier family 20, member 1 |
| 160686_at | 2.07 | Hypothetical transcription factor | 93435_at | 8.41 | Cytochrome P450, 24 |
| 101996_at | 1.53 | Protein tyrosine phosphatase, non-receptor type 2 | 95348_at | 2.27 | GRO1 chemokine (C-X-C motif) ligand 1, GRO1/CXCL1 |
| 95462_at | 2.11 | HFB2 homologue | 95745_g_at | 1.33 | ATPase, H+ transporting, lysosomal (vacuolar proton pump), alpha 70 kDa, isoform 1 |
| 99633_at | 1.65 | Neurochondrin-1 | 94734_at | 4.14 | α1-acid glycoprotein 2, orosomucoid 2 |
| 101892_f_at | 0.86 | Fused toes | 92312_at | 1.33 | Phosphatidylinositol 3-kinase p170 |
| 104340_at | 1.4 | Methyl-CpG binding protein, MBD1 | 98910_at | 0.84 | Homology to ETS-domain protein ELK-1 from rat |
| 99582_at | 1.27 | Tumour-associated calcium signal transducer 1 | |||
| 103059_at | 1.44 | MAT8, FXYD domain-containing ion-transport regulator 3 | 161139_f_at | 1.8 | DDEF1/development and differentiation enhancing 1 |
| 101583_at | 0.89 | B-cell translocation gene 2, anti-proliferative | |||
| Cluster 4 | |||||
| 100893_at | 1.6 | Serine palmitoyltransferase, long chain base subunit 2 | 100136_at | 1.15 | Lysosomal membrane glycoprotein 2 |
| 101055_at | 1.11 | Protective protein for β-galactosidase | |||
| 96657_at | 1.81 | Spermidine/spermine N1-acetyl transferase | 103812_at | 3.31 | Chloride channel calcium activated 1 |
| 93017_at | 2.16 | Syntenin | 101389_at | 1.93 | scavenger receptor class B, member 2 |
| 104725_at | 2 | Small ras-like GTPase Tc10 | 93728_at | 2.73 | Transforming growth factor β1 induced transcript 4, TSC-22 |
| 93220_at | 2.33 | Procollagen, type IV, α 5 | |||
| 101995_at | 1.59 | Sequestosome 1 | 101587_at | 4.37 | Microsomal epoxide hydrolase (Eph1), allele b |
| 160713_at | 2.71 | Arsenite inducible RNA-associated protein (Airap) | 96119_s_at | 3.32 | Angiopoietin-like 4 |
| 97420_at | 4.04 | Leucine-rich α2-glycoprotein | |||
| 95674_r_at | 2.71 | Brain-abundant membrane-attached signal protein 1 | 102114_f_at | 3.7 | Angiopoietin-like 4/fasting-induced adipose factor FIAF |
| 160894_at | 2.48 | CCAAT/enhancer binding protein (C/EBP), δ | |||
| Cluster 5 | |||||
| 95673_s_at | 6.11 | Brain-abundant membrane-attached signal protein 1 | 100513_at | 2.39 | DDEF1/development and differentiation enhancing |
| 104701_at | 2.42 | Basic helix–loop–helix protein B2/DEC1 | 93281_at | 0.89 | Taipoxin-associated calcium-binding protein 49 mRNA, reticulocalbin2 |
| Cluster 2 | |||||
| 95746_at | 1.34 | ATPase, H+ transporting, lysosomal (vacuolar proton pump), α 70 kDa, isoform 1 | 96738_at | 1.61 | Metalloprotease/disintegrin/cysteine-rich protein precursor (MDC9) |
| 97492_at | 1.41 | Hypothetical protein with thioredoxin domain | 100565_at | 1.95 | Glucosamine-6-phosphate deaminase |
| 94850_at | 1.17 | Acyl-coenzyme A thioesterase 3, mitochondrial | 103503_at | 2.06 | Phospholipase Cγ2 (phosphatidylinositol-specific) |
| 95622_at | 1 | Host cell factor homologue | 160127_at | 1.01 | Cyclin G1 |
| 101410_at | 2.96 | Claudin 4/mCPE receptor | 97948_at | 3.39 | Retinoblastoma 1 |
| 160106_at | 1.73 | Capping protein (actin filament), gelsolin-like | |||
| Cluster 6 | |||||
| 103305_at | 3.52 | Integrin β4 | 162479_f_at | 0.89 | Ferritin light chain 1 |
| 98151_s_at | 1.06 | Catenin Src | 97529_at | 3.12 | Annexin 8 |
| 93347_at | 0.88 | RAB24, member of Ras oncogene family | |||
| Cluster 7 | Cluster 8 (continued) | ||||
| 102255_at | 3.41 | Oncostatin M receptor | 99133_at | 1.65 | Solute carrier family 3 (activators of dibasic and neutral amino acid transport), member 2 |
| 162206_f_at | 3.85 | Suppressor of cytokine signalling 3 | 102049_at | 4.25 | Pyruvate dehydrogenase kinase, isoenzyme 4 |
| 104155_f_at | 1.79 | ATF3 (LRG-21) | 94881_at | 3.49 | Cyclin-dependent kinase inhibitor 1A (p21) |
| 93294_at | 4.31 | Fibroblast inducible secreted protein, connective tissue growth factor | 161650_at | 1.94 | Secretory leukoprotease inhibitor |
| 102362_i_at | 3.57 | JunB | 92858_at | 4.89 | Secretory leukoprotease inhibitor |
| 93536_at | 1.61 | Bcl2-associated X protein | 96614_at | 1.67 | Hypothetical protein |
| 103448_at | 1.31 | S100 calcium binding protein A8 (calgranulin A) | 101963_at | 1.61 | Cathepsin L |
| 92851_at | 2.06 | Caeruloplasmin | |||
| 95680_at | 1.22 | Protein phosphatase 1, regulatory (inhibitor) subunit 2 | 93753_at | 1.58 | LPS-induced TN factor |
| 98088_at | 2.6 | CD14 antigen | |||
| 96953_at | 1.49 | Small inducible cytokine subfamily B (Cys-X-Cys), member 14 /BMAC | 101287_s_at | 4.71 | Cytochrome P450, 2d11 |
| 99952_at | 7.05 | Chitinase 3-like 1 | 94384_at | 1.28 | Immediate early response 3 |
| 95681_f_at | 2.09 | Protein phosphatase 1, regulatory (inhibitor) subunit 2 | 99099_at | 0.93 | Acute-phase response factor APRF/STAT3 |
| 102751_at | 1.9 | Transforming growth factor, β3 | |||
| Cluster 8 | 102313_at | 1.15 | GTP cyclohydrolase 1 | ||
| 100313_at | 1.54 | Integrin α8 | |||
| Cluster 9 | |||||
| 101306_f_at | 3.34 | Serum amyloid A pseudogene | 96679_at | 1.25 | DnaJ (Hsp40) homologue, subfamily B, member 9 |
| 100333_at | 2.34 | Serum amyloid A2 (SAA-2) | |||
| Cluster 10 | |||||
| 96123_at | 1.69 | LPS-binding protein | 103016_s_at | 2.77 | CD68 antigen |
| 96766_s_at | 2.2 | Receptor tyrosine kinase, Tyro3 | 95706_at | 4.15 | Galectin 3 |
| 96940_at | 0.99 | TEA-domain family member 2 | 98543_at | 2.69 | Cathepsin S |
| 100491_at | 0.84 | Solute carrier family 16 (monocarbox. acid transporters), member 2 | 99071_at | 1.42 | Macrophage-expressed gene 1, Mpeg1/MPS1 |
| 104023_at | 1.2 | Immunoglobulin superfamily, member 7 | |||
| 96592_at | 2.39 | Phosphatidylinositol 3-kinase, reg. subunit, polypeptide 1 (p85α) | 93318_at | 2.59 | Adhesion molecule ninjurin |
The genes are listed in their order of appearance in the gene tree after Pearson correlation clustering. The DMT probe set number refers to the number of the probe on the Affymetrix MG-U74Av2 chip. The log ratio describes the average change of signal intensity between lactation day 7 and the day of highest expression during involution, on a log2 scale. The gene description refers to the description of the probe set on the NetAffx website.
List of genes downregulated during involution
| DMT probe set | Log ratio | Gene description |
| 101580_at | -1.1 | Cytochrome |
| 92587_at | -1.41 | Ferredoxin 1 |
| 160091_at | -1.14 | Phosphoglycerate mutase 1 |
| 160385_at | -1.24 | RIKEN cDNA 5730591C18 gene (hypothetical mitochondrial) |
| 160184_at | -1.26 | RIKEN cDNA 1200007D18 gene |
| 162077_f_at | -2.04 | Stearoyl-coenzyme A desaturase 2 |
| 93332_at | -1.36 | CD36 antigen |
| 95611_at | -1.82 | Lipoprotein lipase |
| 94966_at | -1.11 | Glucose-6-phosphate dehydrogenase X-linked |
| 95053_s_at | -0.91 | Succinate dehydrogenase complex, subunit B, iron sulphur (Ip) putative orthologue |
| 99618_at | -1.14 | Homologous to ubiquinol–cytochrome |
| 93308_s_at | -2.03 | Pyruvate carboxylase |
| 98575_at | -2.24 | Fatty acid synthase |
| 94427_at | -0.91 | Coatomer protein complex, subunit γ1 |
| 96850_at | -0.95 | Eukaryotic translation initiation factor 4 γ, 3, putative orthologue |
| 99009_at | -0.91 | Nicotinamide nucleotide transhydrogenase |
For notes, see footnote to Table 1.
List of immunoglobulin genes upregulated at involution
| DMT probe set | Log ratio | Gene description |
| 100299_f_at | 1.34 | Igκ chain variable 8 (V8) |
| 101331_f_at | 1.86 | Igκ chain variable 8 (V8) |
| 102372_at | 1.69 | Immunoglobulin joining chain |
| 161486_f_at | 1.12 | Immunoglobulin heavy chain (J558 family) |
| 96964_at | 1.1 | Ig light chain V-region CC83 rearranged gene, exons 1 and 2 |
| 93638_s_at | 4.28 | Immunoglobulin lambda chain, variable 1 |
| 100322_at | 1.37 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 100362_f_at | 1.97 | Germline immunoglobulin V(H)II gene H8 |
| 100376_f_at | 2.11 | Clone BHS2.19 immunoglobulin heavy chain variable region precursor |
| 97563_f_at | 1.71 | Ig heavy chain gene, CDR3 region |
| 101320_f_at | 1.14 | Ig B cell antigen receptor gene |
| 101319_f_at | 1.36 | Ig B cell antigen receptor gene |
| 98765_f_at | 1.57 | Immunoglobulin heavy chain (J558 family) |
| 100360_f_at | 1.7 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 101718_f_at | 1.65 | Igκ chain variable 8 (V8) |
| 97567_f_at | 1.64 | Igκ chain variable 8 (V8) |
| 101640_f_at | 1.75 | Igκ chain variable 8 (V8) |
| 96972_f_at | 1.61 | Igκ chain variable 8 (V8) |
| 97566_f_at | 1.66 | Igκ chain variable 8 (V8) |
| 101751_f_at | 1.62 | B-cell receptor |
| 96971_f_at | 1.91 | Igκ light chain V-Jκ 5 joining region (cell line CH2) |
| 102585_f_at | 1.61 | Igκ chain variable 8 (V8) |
| 99369_f_at | 1.6 | Igκ light chain variable region precursor (Vk10c) gene |
| 100721_f_at | 1.46 | Recombinant antineuraminidase single chain Ig VH and VL domains |
| 101752_f_at | 1.75 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 102076_at | 1.13 | IgVκ aj4 |
| 100682_f_at | 1.73 | Igκ chain variable 8 (V8) |
| 97575_f_at | 1.64 | Clone BHS3.26 immunoglobulin heavy chain variable region precursor |
| 93927_f_at | 2.53 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 97577_f_at | 1.55 | Immunoglobulin heavy chain 6 (heavy chain of IgM) |
| 97576_f_at | 2.47 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 97008_f_at | 2.27 | Clone CPS1.13 germline Ig variable region heavy chain precursor pseudogene |
| 101747_f_at | 1.79 | (3C10) IgA V-D-J heavy chain |
| 101871_f_at | 2.28 | Immunoglobulin heavy chain 4 (serum IgG1) |
| 97574_f_at | 2.34 | Immunoglobulin heavy chain (J558 family) |
| 101745_f_at | 1.13 | Immunoglobulin heavy chain 6 (heavy chain of IgM) |
| 101720_f_at | 1.75 | Igκ chain variable 8 (V8) |
| 97009_f_at | 2.48 | Immunoglobulin heavy chain variable region |
| 102154_f_at | 2.1 | Igκ chain variable 8 (V8) |
| 102155_f_at | 1.09 | Ig aberrantly rearranged κ-chain V10-J2 gene (Vκ-21 subfamily) from plasmacytoma 3386 |
| 102157_f_at | 1.73 | Igκ chain variable 8 (V8) |
| 92470_f_at | 1.54 | Immunoglobulin heavy chain (J558 family) |
| 94725_f_at | 1.67 | Variable light chain |
| 93904_f_at | 2.18 | Clone N1.1.b immunoglobulin heavy chain VDJ region gene |
| 96973_f_at | 1.98 | Ig V(H)II gene H18 |
| 101656_f_at | 2.28 | Igκ chain variable 5 (V5 family) |
| 97564_f_at | 2.37 | Igκ light chain variable region |
| 96975_at | 1.7 | Ig Vκ-PCG-4 gene |
For notes, see footnote to Table 1.
Figure 2Pearson correlation clustering of involution specific genes. (a) One hundred and three upregulated probe sets identified through SOM clustering were clustered with the Pearson correlation clustering program of GeneSpring (Silicon Genetics). The colours (see colour bar) represent a relative measure for the expression, with 1 representing the median, the red colour upregulated and blue downregulated gene expression. The resulting gene tree was grouped into 10 clusters of similarly expressed genes (shown bracketed at the right) and their average expression patterns are shown on the right as graphs (red lines) with standard deviations (blue lines) (DMT®; Affymetrix). Note that the y-axes represent only arbitrary expression levels and are not scaled identically between graphs. (b) Sixteen downregulated genes were clustered by using the software mentioned above and their average expression (red line) and standard deviations (blue lines) are shown in the graph on the right (DMT®; Affymetrix). Abbreviations: vir, virgin; preg, pregnancy; lac, lactation; inv, involution.
Figure 3B-lymphocyte response during involution. (a) Pearson correlation clustering of immunoglobulin genes. The colours (see colour bar) represent a relative measure for the expression level, with 1 representing the median. Forty-nine immunoglobulin genes that were upregulated during involution were clustered by using the Pearson correlation clustering function from GeneSpring (Silicon Genetics); their average expression (red line) and standard deviations (blue lines) are shown in the graph on the right (DMT®; Affymetrix). Note that the y-axis represents only an arbitrary level of expression. Abbreviations: vir, virgin; preg, pregnancy; lac, lactation; inv, involution. (b) Cell count of plasma cells and B220+ B lymphocyes present in the mammary tissue during involution. Tissue sections were stained either with methyl green and pyronin or with an antibody against CD45R, and plasma cells and B lymphocytes were counted. Cell counts were taken from 20 high-power fields from each section in triplicate from three individual mice.
Figure 4Activation of neutrophils, eosinophils and macrophages during involution. (a) RNA expression for GRO1/IL-8/KC and LRG derived from microarray analysis. (b) RNA expression for BMAC, gp39, cathepsin S, MPS1, galectin 3 and CD68 derived from microarray analysis. The x-axes of both graphs describe the different developmental stages: virgin (V10, V12), pregnancy (P1, P2, P3, P8.5, P12.5, P14.5, P17.5), lactation (Lac1, Lac3, Lac7) and involution (Inv1, Inv2, Inv3, Inv4, Inv20). The y-axes describe the averaged scaled signal of the triplicate samples for each time point. The intensity data for LRG have been scaled down 10-fold for display. (c) Semi-quantitative RT–PCR for GRO1, LRG, BMAC and CD68 from a fourth independently collected RNA sample. (d) Identification of macrophages, neutrophils and eosinophils. The figure shows the immunohistochemical staining of a paraffin-embedded tissue section from a mouse mammary gland after 4 days of involution. Macrophages were identified by staining with F4/80 antibody and by their nuclear and cellular shapes. Eosinophils were identified by cross-reaction with the F4/80 antibody, polymorphonuclear structure and eosin staining. Neutrophils were identified through their polymorphonuclear structure, clear cytoplasm, slight eosin staining and non-staining with the F4/80 antibody. (e) Cell counts of neutrophils, eosinophils and macrophages present in the mammary tissue during involution. Tissue sections were stained with an antibody against F4/80 and counterstained with H&E; neutrophils and macrophages were counted. Cell counts were taken from 20 (neutrophils and eosinophils) and 50 (macrophages) high-power fields, respectively, from each section in triplicate from three individual mice.
List of acute-phase response-inducible and lipopolysaccharide-inducible proteins
| Gene name | Genbank accession no. | Function | Cluster | References |
| APRF/STAT3 | U08378 | Transcription factor | 8 | [ |
| C/EBPδ | X61800 | Transcription factor | 1 | [ |
| LPS-induced TNF-α factor, LITAF | AI852632 | Transcription factor | 8 | [ |
| CD14 | X13333 | LPS receptor | 8 | [ |
| LBP | X99347 | LPS-binding protein | 8 | [ |
| Serum amyloid A2 | M13521 | Acute-phase response | 8 | [ |
| Serum amyloid A3 | X03505 | Acute-phase response | 1 | [ |
| Serum amyloid pseudogene | M17790 | Acute-phase response? | 8 | [ |
| α1-acid glycoprotein 2 | M12566 | Acute-phase response | 3 | [ |
| Caeruloplasmin | U49430 | Acute-phase response | 8 | [ |
| Secretory leukoprotease inhibitor | AF002719 | Protease inhibitor | 8 | [ |
| Immediate early response 3 (DIF2) | X67644 | Immediate early response | 8 | [ |
LPS, lipopolysaccharide.
Figure 5LBP and CD14 expression in the mouse mammary gland. (a) Western blot for LBP and CD14. Protein extracts from mouse mammary glands from the developmental stages virgin 12 weeks, pregnancy days 1, 2, 3, 8.5, 12.5 and 17.5, lactation days 1, 3 and 7, and involution days 1, 2, 3, 4 and 20 were separated on a denaturing gel; Western blotting was performed with anti-LBP, anti-CD14 and anti-β-actin antibodies. (b) Localisation of CD14 protein by immunohistochemistry. Paraffin-embedded sections from 7 days lactating (i, ii) and 2 days involuting (iii, iv) mouse mammary glands were stained with an anti-CD14-specific antibody. Negative controls contained no primary antibody.
Figure 6Model for early neutrophil and late macrophage activation. Apoptotic cells are recognised and phagocytosed by their neighbouring epithelial cells or professional and semi-professional cells (curved black arrows). This recognition and/or phagocytosis might involve LBP, CD14, signalling down by means of the Toll-like receptor 4 (TLR4). Activation of this receptor could lead to secretion of the neutrophil-attracting chemokine GRO1/IL-8 (red arrow) and to the attraction of neutrophils to the area of trauma (yellow arrow). This is followed by secretion of the CD14+-monocyte-attracting chemokine BMAC (broken arrow), which could lead to monocyte infiltration on days 3 and 4 of involution (yellow arrow); monocytes would subsequently differentiate into macrophages.