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Dijk F, Soer E, Busch O, Besselink M, Laarhoven HV, Tienhoven GV, Wang X, Bijlsma M, Verheij J, Van de Vijver M. PO-521 Gene expression-based subtypes of pancreatic ductal adenocarcinoma offer leads for targeted therapy. ESMO Open 2018. [DOI: 10.1136/esmoopen-2018-eacr25.536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Guiu S, Michiels S, André F, Cortes J, Denkert C, Di Leo A, Hennessy BT, Sorlie T, Sotiriou C, Turner N, Van de Vijver M, Viale G, Loi S, Reis-Filho JS. Molecular subclasses of breast cancer: how do we define them? The IMPAKT 2012 Working Group Statement. Ann Oncol 2012; 23:2997-3006. [PMID: 23166150 DOI: 10.1093/annonc/mds586] [Citation(s) in RCA: 198] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
The 2012 IMPAKT task force investigated the medical usefulness of current methods for the classification of breast cancer into the 'intrinsic' molecular subtypes (luminal A, luminal B, basal-like and HER2). A panel of breast cancer and/or gene expression profiling experts evaluated the analytical validity, clinical validity and clinical utility of two approaches for molecular subtyping of breast cancer: the prediction analysis of microarray (PAM)50 assay and an immuno-histochemical (IHC) surrogate panel including oestrogen receptor (ER), HER2 and Ki67. The panel found the currently available evidence on the analytical validity and clinical utility of Ki67 based on a 14% cut-off and PAM50 to be inadequate. The majority of the working group members found the available evidence on the analytical validity, clinical validity and clinical utility of ER/HER2 to be convincing. The panel concluded that breast cancer classification into molecular subtypes based on the IHC assessment of ER, HER2 and Ki67 with a 14% cut-off and on the PAM50 test does not provide sufficiently robust information to modify systemic treatment decisions, and recommended the use IHC for ER and HER2 for the identification of clinically relevant subtypes of breast cancers. Methods for breast cancer classification into molecular subtypes should, however, be incorporated into clinical trial design.
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Affiliation(s)
- S Guiu
- Department of Medical Oncology, Georges-François Leclerc Cancer Center, Dijon, France
| | - S Michiels
- Department of Biostatistics and Epidemiology, Jules Bordet Institute, Brussels, Belgium
| | - F André
- Department of Medical Oncology, Gustave Roussy Institute, Villejuif, France.
| | - J Cortes
- Department of Oncology, Vall d'Hebron Institute of Oncology, Barcelona, Spain
| | - C Denkert
- Institute of Pathology, Charité University Medicine, Berlin, Germany
| | - A Di Leo
- Medical Oncology Unit, Hospital of Prato, Istituto Toscani Tumori, Prato, Italy
| | - B T Hennessy
- Department of Medical Oncology, Beaumont Hospital, Dublin, Ireland
| | - T Sorlie
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital, Norwegian Radium Hospital, Oslo, Norway
| | - C Sotiriou
- Centre des Tumeurs, Jules Bordet Institute, Brussels, Belgium
| | - N Turner
- Institute of Cancer Research, Royal Marsden Foundation Trust, London, UK
| | - M Van de Vijver
- Department of Pathology, Academic Medical Center, Amsterdam, The Netherlands
| | - G Viale
- European Institute of Oncology, University of Milan, Milan, Italy
| | - S Loi
- Department of Translational Research, Jules Bordet Institute, Brussels, Belgium
| | - J S Reis-Filho
- Breakthrough Breast Cancer Research, Institute of Cancer Research, London, UK
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Van de Vijver M. 640 Predicting response to therapy in breast cancer. EJC Suppl 2010. [DOI: 10.1016/s1359-6349(10)71440-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
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Reyal F, Reyal F, Reyal F, Horlings H, Horlings H, Valet F, Hamou L, van Vliet M, Halfwerk H, Halfwerk H, Kristel P, Armstrong N, Wessels L, Van de Vijver M, Van de Vijver M. ER Status and Immune Module Are Central Determinants of HER2 Amplified Infiltrative Breast Carcinoma Prognosis and Pathologic Complete Response. Cancer Res 2009. [DOI: 10.1158/0008-5472.sabcs-09-4037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
IntroductionGene expression profiling of invasive breast cancer has resulted in highlighting three main categories of breast cancer [luminal, basal, HER2] with very specific features. It has been shown that these subtypes differ in their response to neaoadjuvant systemic treatment, axillary lymph node involvement, metastasis pattern and time to metastasis. The aim of this study was to focus on gene-expression profile analysis of HER2 positive breast carcinoma to assess how the molecular subtype classification applies to the HER2+ve samples; whether subgroups of patients that have different prognosis can be identified and how subgroups can be identified that differ with respect to the likelihood to achieve pathologic complete response (pCR) after neoadjuvant systemic treatment?Materials and MethodWe selected breast carcinomas reported to have a HER2+ve status (IHC and CISH) from patients treated between January 1990 and December 2006 at the Netherlands Cancer Institute. 113 tumor samples were hybridized on the Human Genome Oligo Set Version 3.0 arrays. We identified 205 HER2+ve samples from 4 public microarrays datasets and 33 HER2+ve samples from one public neoadjuvant systemic treatment microarrays dataset.ResultsWe applied the molecular subtype classification to the whole datasets and found major classification instability. 43.3% of the HER2+ve samples were classified as “HER2 subtype”, 26% as “basal-like subtype”, and 21.9% as “luminal-like subtype”. The molecular subtype classification was not correlated to prognosis. Of the prognostic variables tested, only ER status was to the development of distant metastasis (IHC, HR=0.53 [0.36-0.77], p=0.0009). We identified a set of 109 ReporterID's highly enriched in gene ontology annotations link to the Immune Response and correlated to the prognosis of HER2+ve breast carcinoma (Inactivated Immune Module, HR=4.21 [1.94-9.17], logrank pvalue=8.1E-05). The Immune Module Signature was associated with prognosis of the HER2+ve samples in both ER positive and ER negative breast cancer. We validated this Immune Module signature combined with ER status on 205 independent samples.We applied the same classification tree to 33 samples from patients who were assessed for response to neo-adjuvant systemic chemotherapy (Anthracyclin-based) and showed an association between the Immune Module Signature combined with ER status and pCR rate (ER+ve Inactivated Immune Module 12.5% pCR, ER-ve Activated Immune Module 70% pCR, pvalue=0.1).ConclusionWe have shown that HER2+ve breast cancer samples often are not classified as HER2-like by gene expression profiling and that ER (IHC) status determines two major subgroups. We provide new evidence that an immune response relate gene expression classifier has prognostic impact in HER2+ve breast cancer; and that this classifier is potentially correlated to the pCR rate after neoadjuvant systemic treatment in HER2+ve breast cancer.
Citation Information: Cancer Res 2009;69(24 Suppl):Abstract nr 4037.
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Affiliation(s)
| | | | - F. Reyal
- 3 Netherlands Cancer Institute, The Netherlands
| | - H. Horlings
- 3 Netherlands Cancer Institute, The Netherlands
| | | | | | - L. Hamou
- 3 Netherlands Cancer Institute, The Netherlands
| | | | - H. Halfwerk
- 3 Netherlands Cancer Institute, The Netherlands
| | | | - P. Kristel
- 3 Netherlands Cancer Institute, The Netherlands
| | | | - L. Wessels
- 4 Netherlands Cancer Institute, The Netherlands
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Van de Vijver M. Gene expression profiling of breast cancer. EJC Suppl 2008. [DOI: 10.1016/s1359-6349(08)71431-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Holli K, Blamey R, Mitchell M, Blichert-Toft M, Cataliotti L, Ellis I, Fourquet A, Hornmark-Stenstam B, Jakesz R, Kerin M, Monypenny I, Nicholson R, Peterse M, Pinder S, Sundquist M, Towpik E, Van de Vijver M. O-62 External validation in ONCOPOOL of updated survival according to the Nottingham Prognostic Index (NPI). EJC Suppl 2007. [DOI: 10.1016/s1359-6349(07)71752-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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Hornmark-Stenstam B, Blamey R, Ball G, Mitchell M, Blichert-Toft M, Cataliotti L, Ellis I, Fourquet A, Holli K, Jakesz R, Kerin M, Monypenny I, Nicholson R, Oates A, Peterse M, Pinder S, Sundquist M, Towpik E, Van de Vijver M. O-9 ONCOPOOL – A European Database in 16,893 cases of breast cancer: comparison with SEER. EJC Suppl 2007. [DOI: 10.1016/s1359-6349(07)71699-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
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Abstract
20005 Background: Neoadjuvant chemotherapy is increasingly employed in operable breast cancer. Our initial studies on a cDNA array platform failed to identify gene expression patterns predicting response to neoadjuvant chemotherapy in breast cancer patients (J Clin Oncol 23:3331, 2005). Now we included more patients and used oligo microarrays. Methods: Patients with operable or locally advanced breast cancer were included in a randomized phase II study or received neoadjuvant chemotherapy off protocol. All except 7 patients began chemotherapy with 3 courses of dose-dense adriamycin and cyclophosphamide (ddAC) and response was evaluated by MRI. Patients with a response and a HER2-positive tumor were then randomized between either 3 additional courses of ddAC or six weekly courses of carboplatin, paclitaxel and trastuzumab (CPT). Patients without response were switched to CPT. Patients with HER2-negative tumors were randomized between 3 courses of either ddAC or capecitabine and docetaxel (CD). After evaluation, patients without response were switched to the alternative treatment arm. From all patients 14G core needle biopsies were taken before treatment and total RNA was isolated. Amplified mRNA was labeled and hybridized to 35k human oligo microarrays from our microarray facility. Results: So far, 77 patients have been included into the study. From 48 of these, good quality RNA from tissue with >50% tumor cells was isolated. 43 patients had received ddAC as initial chemotherapy; 32 of these had not been switched to another regimen. In a training set containing 11 pathological complete remissions (pCR) and 9 non-responders (NR) we could separate these groups by using 20 genes in a supervised classification and a 9-step cross validation. These results could be validated in an independent set of 11 samples (6 pCR, 5 NR). From 10 out of 11 samples, response status could be predicted correctly, independent from the treatment regimen. Although ER-positive tumors have a lower pCR rate than ER-negative ones, the steroid hormone receptors were not present in the classifier. Conclusions: We conclude that it should be possible to identify a reliable gene expression profile associated with response to adriamycin based neoadjuvant chemotherapy in breast cancer. No significant financial relationships to disclose.
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Affiliation(s)
- J. Hannemann
- Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - H. Halfwerk
- Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - A. Velds
- Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - C. Loo
- Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - E. Rutgers
- Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - S. Rodenhuis
- Netherlands Cancer Institute, Amsterdam, The Netherlands
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Isabelle M, Teodorovic I, Oosterhuis JW, Riegman PHJ, Passioukov A, Lejeune S, Therasse P, Dinjens WNM, Lam KH, Oomen MHA, Spatz A, Ratcliffe C, Knox K, Mager R, Kerr D, Pezzella F, Van Damme B, Van de Vijver M, Van Boven H, Morente MM, Alonso S, Kerjaschki D, Pammer J, López-Guerrero JA, Llombart-Bosch A, Carbone A, Gloghini A, Van Veen EB. Virtual Microscopy in Virtual Tumor Banking. New trends in cancer for the 21st century 2006; 587:75-86. [PMID: 17163157 DOI: 10.1007/978-1-4020-5133-3_7] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Many systems have already been designed and successfully used for sharing histology images over large distances, without transfer of the original glass slides. Rapid evolution was seen when digital images could be transferred over the Internet. Nowadays, sophisticated virtual microscope systems can be acquired, with the capability to quickly scan large batches of glass slides at high magnification and compress and store the large images on disc, which subsequently can be consulted through the Internet. The images are stored on an image server, which can give simple, easy to transfer pictures to the user specifying a certain magnification on any position in the scan. This offers new opportunities in histology review, overcoming the necessity of the dynamic telepathology systems to have compatible software systems and microscopes and in addition, an adequate connection of sufficient bandwidth. Consulting the images now only requires an Internet connection and a computer with a high quality monitor. A system of complete pathology review supporting biorepositories is described, based on the implementation of this technique in the European Human Frozen Tumor Tissue Bank (TuBaFrost).
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Affiliation(s)
- M Isabelle
- EORTC Data Center, Avenue E. Mounier 83, B-1200 Brussels, Belgium
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Hannemann J, Oosterkamp HM, Bosch CAJ, Loo C, Witteveen A, Velds A, Rutgers EJTH, Rodenhuis S, Van de Vijver M. Changes in gene expression profiling due to primary chemotherapy in patients with locally advanced breast cancer. J Clin Oncol 2004. [DOI: 10.1200/jco.2004.22.90140.502] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- J. Hannemann
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | | | | | - C. Loo
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | - A. Witteveen
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | - A. Velds
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | | | - S. Rodenhuis
- Netherlands Cancer Institute, Amsterdam, Netherlands
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Van de Vijver M. 356 Predicting breast cancer behaviour by genetic analysis. EJC Suppl 2003. [DOI: 10.1016/s1359-6349(03)90389-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
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Van de Vijver M. Genetic and histologic features of breast cancer in young women. Eur J Cancer 2002. [DOI: 10.1016/s0959-8049(02)80404-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Van de Vijver M. Genetic alterations in intraductal and invasive breast cancer. Eur J Cancer 2001. [DOI: 10.1016/s0959-8049(01)80534-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Fevery J, Van de Vijver M, Michiels R, Heirwegh KP. Comparison in different species of biliary bilirubin-IX alpha conjugates with the activities of hepatic and renal bilirubin-IX alpha-uridine diphosphate glycosyltransferases. Biochem J 1977; 164:737-46. [PMID: 407905 PMCID: PMC1164854 DOI: 10.1042/bj1640737] [Citation(s) in RCA: 112] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The bilrubin-IXalpha conjugates in bile and the activities of bilirubin-IX alpha--UDP-glycosyltransferases in liver and kidney were determined for ten species of mammals and for the chicken. 1. In the mammalian species, bilirubin-IX alpha glucuronide was the predominant bile pigment. Excretion of neutral glycosides was unimportant, except in the cat, the mouse, the rabbit and the dog, where glucose and xylose represented 12--41% of total conjugating groups bound to bilirubin-IX alpha. In chicken bile, glucoside and glucuronide conjugates were of equal importance. They probably represent only a small fraction of the total bile pigment. 2. The transferase activities in liver showed pronounced species variation. This was also apparent with regard to activation by digitonin, pH optimum and relative activities of transferases acting on either UDP-glucuronic acid or neutral UDP-sugars. 3. Man, the dog, the cat and the rat excrete bilirubin-IX alpha largely as diconjugated derivatives. In general, diconjugated bilirubin-IX alpha could also be synthesized in vitro with liver homogenate, bilirubin-IX alpha and UDP-sugar. In contrast, for the other species examined, bilirubin pigments consisted predominantly of monoconjugated bilirubin-IX alpha. Synthesis in vitro with UDP-glucuronic acid, UDP-glucose or UDP-xylose as the sugar donor led exclusively to the formation of monoconjugated bilirubin-IX alpha. 4. The transferase activities in the kidney were restricted to the cortex and were important only for the rat and the dog. No activity at all could be detected for several species, including man. 5. Comparison of the transferase activities in liver with reported values of the maximal rate of excretion in bile suggests a close linkage between conjugation and biliary secretion of bilirubin-IX alpha.
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Mertens BB, Van de Vijver M, Heirwegh KP. Determination of bilirubin in liver homogenate with diazotized p-iodoaniline. Improvement of color recovery by incorporation of antioxidant (2,6-di-tert-butyl-p-cresol) in the reaction system. Anal Biochem 1972; 50:652-5. [PMID: 4646073 DOI: 10.1016/0003-2697(72)90080-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Heirwegh KP, Van de Vijver M, Fevery J. Assay and properties of dititonin-activated bilirubin uridine diphosphate glucuronyltransferase from rat liver. Biochem J 1972; 129:605-18. [PMID: 4658989 PMCID: PMC1174163 DOI: 10.1042/bj1290605] [Citation(s) in RCA: 193] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
1. The bilirubin UDP-glucuronyltransferase assay described by Van Roy & Heirwegh (1968) has been improved. 2. Extraction of final azo-derivatives is rendered more simple and efficient by thorough emulsification and by cooling. 3. Pretreatment of homogenates and cell fractions with digitonin increases the sensitivity of the assays and gives less variable results than those with untreated preparations. The activation procedure is flexible. 4. Blank values (obtained from incubation mixtures from which activating bivalent metal ion and UDP-glucuronic acid were omitted) are low. No endogenous conjugate formation could be detected except with untreated, fresh liver homogenates. Control incubation mixtures containing the latter preparations are preferably kept at 0 degrees C. 5. With activated microsomal preparations, rates of breakdown of UDP-glucuronic acid (as monitored by release of P(i)) were low. Little if any increase in enzyme activity was found when UDP-N-acetylglucosamine was included in the incubation mixtures. 6. Slight deviation from Michaelis-Menten kinetics with respect to bilirubin observed at low substrate concentrations is probably related to the use of binding protein in the assay mixtures. Michaelis-Menten kinetics were followed with respect to UDP-glucuronic acid. Part of the enzyme in microsomal preparations from rat liver functioned independently of added bivalent metal ions. Mn(2+) was slightly more, and Ca(2+) somewhat less, stimulatory than Mg(2+). The Mg(2+)-dependent fraction showed Michaelis-Menten kinetics with respect to the added Mg(2+). 7. The enzyme activities found were higher than values reported in the literature for untreated or purified preparations from rat liver. They were above reported values of the maximal biliary excretion rate of bilirubin.
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Fevery J, Leroy P, Van de Vijver M, Heirwegh KP. Structures of bilirubin conjugates synthesized in vitro from bilirubin and uridine diphosphate glucuronic acid, uridine diphosphate glucose or uridine diphosphate xylose by preparations from rat liver. Biochem J 1972; 129:635-44. [PMID: 4658991 PMCID: PMC1174165 DOI: 10.1042/bj1290635] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
1. In incubation mixtures containing digitonin-activated or untreated preparations from rat liver, albumin-solubilized bilirubin as the acceptor substrate and (a) UDP-glucuronic acid, (b) UDP-glucose or (c) UDP-xylose as the sugar donor, formation of the following ester glycosides was demonstrated: with (a), bilirubin beta-d-monoglucuronoside, with (b), bilirubin beta-d-monoglucoside and with (c), bilirubin monoxyloside or mixtures of the mono-and di-xyloside. 2. With UDP-glucuronic acid prolonged incubation and variation of the composition of the incubation mixtures yielded equimolar amounts of azodipyrrole (I) and azodipyrrole beta-d-monoglucuronoside (II) after treatment of the incubation mixtures with the diazonium salt of ethyl anthranilate. The azo-derivatives were identified by t.l.c. by reference to known compounds and by the following chemical tests. After ammonolysis the conjugated azo-derivative (II) yielded d-glucuronic acid and the carboxylic acid amide of azodipyrrole, indicating transfer of a glucuronic acid residue to the carboxylic acid groups of bilirubin. The beta-d-configuration of the sugar moiety and binding at C-1 were demonstrated by enzymic hydrolysis tests. 3. Analogous evidence established the structure of the reaction product obtained with UDP-glucose as the sugar donor, as bilirubin beta-d-monoglucoside. 4. With UDP-xylose as the sugar donor xylosyl transfer to the carboxylic acid groups of bilirubin with attachment at C-1 was demonstrated in an analogous way. A beta-d-configuration is considered very likely, but requires confirmation. 5. Monoxyloside formation was predominant at pH7.4, whereas at decreasing pH values increasing fractions of the substrate were converted into the dixyloside. Prolonged incubation, low concentrations of bilirubin and high concentrations of UDP-xylose favoured diconjugate formation. The available evidence supports the synthesis sequence: bilirubin --> bilirubin monoxyloside --> bilirubin dixyloside.
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