- Open Access
Low RBM3 protein expression correlates with tumour progression and poor prognosis in malignant melanoma: An analysis of 215 cases from the Malmö Diet and Cancer Study
- Liv Jonsson†1,
- Julia Bergman†1,
- Björn Nodin1,
- Jonas Manjer2, 3,
- Fredrik Pontén4,
- Mathias Uhlén5, 6 and
- Karin Jirström1Email author
© Jonsson et al; licensee BioMed Central Ltd. 2011
- Received: 31 March 2011
- Accepted: 21 July 2011
- Published: 21 July 2011
We have previously reported that expression of the RNA- and DNA-binding protein RBM3 is associated with a good prognosis in breast cancer and ovarian cancer. In this study, the prognostic value of immunohistochemical RBM3 expression was assessed in incident cases of malignant melanoma from a prospective population-based cohort study.
Until Dec 31st 2008, 264 incident cases of primary invasive melanoma had been registered in the Malmö Diet and Cancer Study. Histopathological and clinical information was obtained for available cases and tissue microarrays (TMAs) constructed from 226 (85.6%) suitable paraffin-embedded tumours and 31 metastases. RBM3 expression was analysed by immunohistochemistry on the TMAs and a subset of full-face sections. Chi-square and Mann-Whitney U tests were used for comparison of RBM3 expression and relevant clinicopathological characteristics. Kaplan Meier analysis and Cox proportional hazards modelling were used to assess the relationship between RBM3 and recurrence free survival (RFS) and overall survival (OS).
RBM3 could be assessed in 215/226 (95.1%) of primary tumours and all metastases. Longitudinal analysis revealed that 16/31 (51.6%) of metastases lacked RBM3 expression, in contrast to the primary tumours in which RBM3 was absent in 3/215 (1.4%) cases and strongly expressed in 120/215 (55.8%) cases. Strong nuclear RBM3 expression in the primary tumour was significantly associated with favourable clinicopathological parameters; i.e. non-ulcerated tumours, lower depth of invasion, lower Clark level, less advanced clinical stage, low mitotic activity and non-nodular histological type, and a prolonged RFS (RR = 0.50; 95% CI = 0.27-0.91) and OS (RR = 0.36, 95%CI = 0.20-0.64). Multivariate analysis demonstrated that the beneficial prognostic value of RBM3 remained significant for OS (RR = 0.33; 95%CI = 0.18-0.61).
In line with previous in vitro data, we here show that RBM3 is down-regulated in metastatic melanoma and high nuclear RBM3 expression in the primary tumour is an independent marker of a prolonged OS. The potential utility of RBM3 in treatment stratification of patients with melanoma should be pursued in future studies.
- Overall Survival
- Recurrence Free Survival
- Clark Level
- Thin Melanoma
Malignant melanoma is an aggressive form of cancer with a variable clinical course even in patients with thin melanomas and localized disease [1–4]. Despite increasing insights into melanoma biology and the discovery of gene- and protein-signatures that supplement established prognostic clinicopathological parameters [5–7], no biomarkers have yet been incorporated into clinical protocols.
The RNA-binding motif protein 3, RBM3, was initially identified in a human fetal brain tissue cDNA library . The RBM3 gene maps to Xp11.23 and encodes two alternatively spliced RNA transcripts. RBM3 transcripts have been found in various human tissues  and in vitro, RBM3 is one of the earliest proteins synthesized in response to cold shock . RBM3 contains one RNA-recognition motif (RRM) and is able to bind to both DNA and RNA, whereby a glycine rich region adjacent to the RNA binding motif is thought to enhance the protein-RNA or protein-DNA interaction [8, 10].
Based on an initial discovery in the Human Protein Atlas (HPA) http://www.proteinatlas.org[11–13], we have recently demonstrated that tumour-specific expression of RBM3, in particular its nuclear localization, is associated with a significantly improved survival in breast cancer  and ovarian cancer , and that RBM3 confers cisplatin sensitivity in ovarian cancer cells . Apart from these studies, we are not aware of any other publications related to the prognostic or treatment predictive impact of the tumour-specific expression of RBM3 in human cancer, and the biological processes underlying these observations have not yet been unraveled. It is evident that RBM3 is up-regulated in various types of human malignancies [14, 16, 17] and in vitro studies in a wide range of different model systems have demonstrated that RBM3 is involved in multiple processes central to cancer biology, like proliferation [15–17], apoptosis [18, 19] and angiogenesis .
The prognostic value of RBM3 expression has, to our knowledge, not yet been investigated in malignant melanoma. However, down-regulation of RBM3 at the gene expression level has been demonstrated in an in vitro model of melanoma progression .
In the present study, we investigated the prognostic impact of immunohistochemical (IHC) RBM3 expression in 215 incident malignant melanomas in the prospective, population-based cohort Malmö Diet and Cancer Study (MDCS) . For this purpose, tissue microarrays (TMAs) were constructed from suitable tumours (n = 226) and a subset of metastases (n = 31). It is demonstrated that strong nuclear expression of RBM3 correlates with favourable clinicopathological parameters and independently predicts a significantly prolonged overall survival. In addition, a markedly reduced expression of RBM3 was observed in metastases compared to primary tumours, which is quite in line with previous in vitro data .
The Malmö Diet and Cancer Study
The Malmö Diet and Cancer Study (MDCS) is a population-based prospective cohort study with the main aim to examine whether a Western diet rich in fat and low in fruit and vegetables increases the risk of certain forms of cancer. Between 1991-1996, a total number of 28 098 individuals; 11 063 (39,4%) men and 17 035 (60,6%) women between 44-74 years where enrolled (from a background population of 74 138). All participants completed the baseline examination, which included a questionnaire, measures of anthropometric/body compositions and a dietary assessment. The questionnaire covered questions on physical activity, use of tobacco and alcohol, heredity, socio-economic factors, education, occupation, previous and current disease and current medication. In addition, blood samples were collected and stored in -80°C. Follow up is done annually by record-linkage to national registries for cancer and cause of death .
Ethical permissions for the MDCS (Ref. 51/90) and the present study (Ref. 530/2008) were obtained from the Ethical Committee at Lund University.
Incident malignant melanomas until Dec 31st 2008
Until end of follow-up 31 December 2008, 264 incident invasive malignant melanomas had been registered in the study population. Cases were identified from the Swedish Cancer Registry up until 31 Dec 2007, and from The Southern Swedish Regional Tumour Registry for the period of 1 Jan-31 Dec 2008. All tumours with available slides and/or paraffin blocks were histopathologically re-evaluated on haematoxylin and eosin stained slides whereby information on lymphocytic infiltration (none, mild, moderate or high), ulceration (absent or present), mitotic count and vascular invasion was obtained. Data on location, Clark level and Breslow depth of invasion was obtained from the clinical- and/or pathology records.
Information on recurrence (local, regional or distant) was obtained in 2010 from patient records and pathology reports. Information on vital status and cause of death was obtained from the Swedish Cause of Death Registry up until 31 Dec 2009.
Tissue microarray construction
Paraffin-embedded tumour specimens were collected from the archives of the pathology departments in the region of Skåne in Southern Sweden. Tumours with an insufficient amount of material were excluded. Areas representative of cancer were then marked on haematoxylin & eosin stained slides and TMAs constructed as previously described . In brief, three 0,6 mm cores were taken from each tumour and mounted in a new recipient block using semi-automated arraying device (TMArrayer, Pathology Devices, Westminster, MD, USA). In addition, metastases (representing both regional and distant metastases in various organs) were sampled from 31 cases. Thin melanomas (< 1 mm) were subjected to TMA construction if the diameter was > 1 cm. To check for heterogeneity, IHC staining was also performed on additional full-face sections from 25 cases.
Immunohistochemistry and evaluation of RBM3 staining
For immunohistochemical analysis, 4 μm TMA-sections were automatically pre-treated using the PT-link system (DAKO, Glostrup, Denmark) and then stained in a Autostainer Plus (DAKO, Glostrup, Denmark) with the mouse monoclonal anti-RBM3 antibody (AAb030038; Atlas Antibodies AB, Stockholm, Sweden, diluted 1:5000). The specificity of the antibody has been validated previously .
As RBM3, when present, was expressed in > 75% of the cells, predominantly in the nuclei and in varying intensities, only the intensity of the staining was accounted for and denoted a score from 0 (negative), 1 (mild), 2 (moderate) and 3 (strong). The staining was evaluated by three independent observers (LJ, JB, and BN) who were blinded to clinical and outcome data. Scoring differences were discussed in order to reach consensus.
Chi-square and Mann-Whitney U tests were used for comparison of RBM3 expression and relevant clinicopathological characteristics. Recurrence was defined as local, regional or distant recurrence or death from malignant melanoma and risk of recurrent disease was referred to as recurrence free survival (RFS). Follow-up started at date of diagnosis and ended at recurrent disease, death, lost to follow-up (emigration) or last date of follow- up with regard to recurrent disease. No recurrences were recorded following the last date of follow-up regarding death, i.e. 31 Dec 2009. Overall survival (OS) was assessed by calculating the risk of death from all causes, overall mortality. Follow-up started at date of diagnosis and ended at death, emigration or 31 Dec 2009, whichever came first.
Kaplan-Meier analysis and log rank test were used to illustrate differences in RFS and OS. Cox regression proportional hazards models were used to estimate the impact of the investigated parameters on RFS and OS in both uni- and multivariate analysis. Some subjects had no information on one or several markers and missing values were coded as a separate category for categorical variables and as the mean of all observations for continuous variables. Missing values for categorical variables co-varied and the multivariate model did not converge due to many constant values. In order to avoid this, the multivariate analysis only included patients with information on RBM3. In addition, the patient with missing information on lymphocytic infiltration had to be excluded. Co-variates were entered into the multivariate analysis using backward selection were a p-value of 0.05 decided entry and a p-value of 0.20 was used for removal. RBM3 was included in all models irrespective of the backward selection procedure.
All tests were two sided. A p-value of 0.05 was considered significant. All statistical analyses were performed using SPSS version 17 (SPSS Inc, Chicago, IL).
Distribution of clinicopathological parameters in the cohort
Patient and tumour characteristics in the full cohort (n = 264)
Head and neck
Breslow AJCC categories
< = 1
> = 1/mm2
Dead from malignant melanoma
Immunohistochemical expression of RBM3 in primary tumours and metastases
Association between RBM3 expression and clinicopathological parameters
Association between RBM3 expression and clinicopathological parameters
RBM3 staining intensity
Head and neck
SSM, LMM, Other
> = 1/mm2
Impact of high RBM3 expression on recurrence free survival and overall survival
Having demonstrated that RBM3 is associated with less advanced disease and favourable clinicopathological parameters, the relationship between RBM3 expression and disease outcome was examined. For survival analysis, data were dichotomized into strong vs negative-moderate intensity for RBM3.
Relative risks of recurrence and death according to clinicopathological parameters and RBM3 expression
Relative risk of recurrence
Relative risk of death
SSM, LMM, Other
> = 1/mm2
In thin melanomas (< = 1 mm; n = 129) there was no significant association between RBM3 expression and RFS (data not shown) and a trend, however non-significant, towards a prolonged OS for tumours with high RBM3 expression (RR = 0.48; 95%CI = 0.18-1.24). In melanomas > 1 mm (n = 84), RBM3 was not associated with RFS (data not shown) but with a significantly improved OS (RR = 0.40; 95% CI = 0.19-0.85), which remained significant in multivariate analysis (RR = 0.29; 95% CI = 0.11-0.77). Notably, tumour thickness measured as a continuous variable did not remain significant in multivariate analysis. However, this was not altered when AJCC categories (< 1 mm, 1-2 mm, 2-4 mm and > 4 mm) were used instead or when clinical stage was excluded from the analysis (data not shown).
Information on tumour diameter was only available for 162 (61%) of the patients and therefore not included in the analyses. There was an inverse association between tumour diameter and RBM3 expression (p = 0.030) but not to depth of invasion (data not shown). There was no association between tumour diameter and survival (data not shown)
This study provides a first description of the patient and tumour characteristics of incident cases of malignant melanoma in the prospective, population-based cohort Malmö Diet and Cancer Study, diagnosed until Dec 31st, 2008. In addition, it is demonstrated that the investigative biomarker RBM3 is down-regulated in metastatic deposits, associated with favourable histopathological parameters in primary melanomas and an independent predictor of a prolonged overall survival. In a translational context, these findings are quite in line with a previous study, where RBM3 was demonstrated to be one of five down-regulated genes in an in vitro model of melanoma progression . Moreover, as RBM3 has been demonstrated to be a good prognostic biomarker in several other cancer forms, e.g. breast cancer  and ovarian cancer , its clinical utility in stratification of melanoma patients should be validated in future studies.
According to current clinical guidelines in Sweden, sentinel node biopsy is performed in melanomas > 1 mm, but as an increase in thin melanomas (< = 1 mm) seems to make up for most of the increasing incidence of malignant melanomas , there is an unmet need for prognostic biomarkers in this category . In this study, RBM3 was not significantly associated with prognosis in thin (< = 1 mm) melanomas but was an independent favourable prognostic factor for OS in melanomas > 1 mm. The reason for this remains unclear and further studies in larger patient cohorts are needed to determine the prognostic value of RBM3 in thin melanomas. However, the observation that RBM3 remained an independent factor for overall survival in the cohort as a whole, which represented tumours of less advanced clinical stages than in the average population , indicates its potential utility as a biomarker for prognostic stratification of patients with early-stage melanoma.
In the light of the above, a methodological aspect that needs further attention is the bias related to the use of the TMA technique in malignant melanoma biomarker studies, e.g. the technical difficulty in sampling small tumours. In this study, we attempted to sample melanomas < 0.5 mm if the diameter was > 10 mm, and in several cases, sampling was successful. The mean Breslow depth of invasion in the TMA cohort was only slightly higher than in the full cohort (1.66 mm compared to 1.57 mm). In addition, as determined by comparison with full-face sections for a subset of the tumours, RBM3 did not seem to display a heterogeneous expression pattern.
In this study we used a monoclonal antibody against RBM3, which was also used in our previous study on ovarian cancer . In the first paper, describing the prognostic value of RBM3 in breast cancer, we used a polyclonal antibody generated within the HPA project . Both antibodies have been extensively validated using siRNA techniques in breast cancer cell lines  and ovarian cancer cell lines  and similar results have been obtained regarding the staining distribution in various normal and cancerous tissues (data not shown). Although being a semi-quantitative method, IHC has several advantages since it allows for assessment of protein expression in different sub-cellular compartments, which might have important prognostic implications. In the case of RBM3, previous findings indicate that its nuclear rather than cytoplasmic localization is the most relevant parameter for prognostication [14, 15], which is also demonstrated here for melanoma.
As the MDCS is a population-based cohort study, a potential selection bias compared to the general population must be taken into consideration . Since all participants were > 40 years at study entry, the mean age among melanoma cases was higher than in the average population. Notably, since older melanoma patients often present with more advanced disease , the relatively low proportion of cases with advanced disease reported here is somewhat unexpected. This could in part be explained by the fact that data necessary for staging could not be obtained for all cases. Nevertheless, clinical stage, as well as the prognostic impact of other established clinicopathological characteristics fell out as expected, which validates the cohort as a platform for future studies of lifestyle and tumour biology in relation to melanoma risk and prognosis.
Given the previously demonstrated association between RBM3 and cisplatin sensitivity in ovarian cancer cell lines , the potential value of RBM3 as a predictor of response to platinum-based chemotherapy in patients with metastatic malignant melanoma could be of interest to investigate in future studies. However, in contrast to the situation in ovarian cancer, where RBM3 showed a consistent expression pattern in primary tumours and omental deposits , the data presented here, and previous in vitro data , show that RBM3 is down-regulated in the majority of metastatic melanomas. Hence, in the predictive setting in melanoma patients, thorough sampling and immunohistochemical analysis of metastatic deposits would be required in order to identify a comparatively small number of patients with RBM3 positive metastases.
We have demonstrated that the RNA- and DNA-binding protein RBM3 is an independent biomarker of a prolonged OS in patients with primary malignant melanoma and that RBM3 expression is lost during progression of the disease. The potential utility of RBM3 in risk stratification of patients with melanoma should be pursued in future studies.
This study was supported by grants from the Knut and Alice Wallenberg Foundation, the Swedish Cancer Society, Gunnar Nilsson's Cancer Foundation, the Crafoord Foundation, and the Research Funds of Skåne University Hospital.
We thank Elise Nilsson for excellent technical assistance.
- Gimotty PA, Elder DE, Fraker DL, Botbyl J, Sellers K, Elenitsas R, Ming ME, Schuchter L, Spitz FR, Czerniecki BJ, Guerry D: Identification of high-risk patients among those diagnosed with thin cutaneous melanomas. J Clin Oncol. 2007, 25: 1129-1134. 10.1200/JCO.2006.08.1463.View ArticlePubMedGoogle Scholar
- Lindholm C, Andersson R, Dufmats M, Hansson J, Ingvar C, Moller T, Sjodin H, Stierner U, Wagenius G: Invasive cutaneous malignant melanoma in Sweden, 1990-1999. A prospective, population-based study of survival and prognostic factors. Cancer. 2004, 101: 2067-2078. 10.1002/cncr.20602.View ArticlePubMedGoogle Scholar
- McKinnon JG, Yu XQ, McCarthy WH, Thompson JF: Prognosis for patients with thin cutaneous melanoma: long-term survival data from New South Wales Central Cancer Registry and the Sydney Melanoma Unit. Cancer. 2003, 98: 1223-1231. 10.1002/cncr.11624.View ArticlePubMedGoogle Scholar
- Sondak VK, Messina JL: Current status of biomarkers for melanoma metastasis. IDrugs. 2006, 9: 627-631.PubMedGoogle Scholar
- Bittner M, Meltzer P, Chen Y, Jiang Y, Seftor E, Hendrix M, Radmacher M, Simon R, Yakhini Z, Ben-Dor A, Sampas N, Dougherty E, Wang E, Marincola F, Gooden C, Lueders J, Glatfelter A, Pollock P, Carpten J, Gillanders E, Leja D, Dietrich K, Beaudry C, Berens M, Alberts D, Sondak V: Molecular classification of cutaneous malignant melanoma by gene expression profiling. Nature. 2000, 406: 536-540. 10.1038/35020115.View ArticlePubMedGoogle Scholar
- Winnepenninckx V, Lazar V, Michiels S, Dessen P, Stas M, Alonso SR, Avril MF, Ortiz Romero PL, Robert T, Balacescu O, Eggermont AM, Lenoir G, Sarasin A, Tursz T, van den Oord JJ, Spatz A: Gene expression profiling of primary cutaneous melanoma and clinical outcome. J Natl Cancer Inst. 2006, 98: 472-482. 10.1093/jnci/djj103.View ArticlePubMedGoogle Scholar
- Jonsson G, Busch C, Knappskog S, Geisler J, Miletic H, Ringner M, Lillehaug JR, Borg A, Lonning PE: Gene expression profiling-based identification of molecular subtypes in stage IV melanomas with different clinical outcome. Clin Cancer Res. 16: 3356-3367.Google Scholar
- Derry JM, Kerns JA, Francke U: RBM3, a novel human gene in Xp11.23 with a putative RNA-binding domain. Hum Mol Genet. 1995, 4: 2307-2311. 10.1093/hmg/4.12.2307.View ArticlePubMedGoogle Scholar
- Danno S, Nishiyama H, Higashitsuji H, Yokoi H, Xue JH, Itoh K, Matsuda T, Fujita J: Increased transcript level of RBM3, a member of the glycine-rich RNA-binding protein family, in human cells in response to cold stress. Biochem Biophys Res Commun. 1997, 236: 804-807. 10.1006/bbrc.1997.7059.View ArticlePubMedGoogle Scholar
- Lleonart ME: A new generation of proto-oncogenes: cold-inducible RNA binding proteins. Biochim Biophys Acta. 1805: 43-52.Google Scholar
- Uhlen M, Bjorling E, Agaton C, Szigyarto CA, Amini B, Andersen E, Andersson AC, Angelidou P, Asplund A, Asplund C, Berglund L, Bergstrom K, Brumer H, Cerjan D, Ekstrom M, Elobeid A, Eriksson C, Fagerberg L, Falk R, Fall J, Forsberg M, Bjorklund MG, Gumbel K, Halimi A, Hallin I, Hamsten C, Hansson M, Hedhammar M, Herkules G, Kampf C, Larsson K, Lindskog M, Lodewyckx W, Lund J, Lundeberg J, Magnusson K, Malm E, Nilsson P, Odling J, Oksvold P, Olsson I, Oster E, Ottosson J, Paavilainen L, Persson A, Rimini R, Rockberg J, Runeson M, Sivertsson A, Sköllermo A, Steen J, Stenvall M, Sterky F, Strömberg S, Sundberg M, Tegel H, Tourle S, Wahlund E, Waldén A, Wan J, Wernérus H, Westberg J, Wester K, Wrethagen U, Xu LL, Hober S, Pontén F: A human protein atlas for normal and cancer tissues based on antibody proteomics. Mol Cell Proteomics. 2005, 4: 1920-1932. 10.1074/mcp.M500279-MCP200.View ArticlePubMedGoogle Scholar
- Bjorling E, Lindskog C, Oksvold P, Linne J, Kampf C, Hober S, Uhlen M, Ponten F: A web-based tool for in silico biomarker discovery based on tissue-specific protein profiles in normal and cancer tissues. Mol Cell Proteomics. 2008, 7: 825-844. 10.1074/mcp.M700411-MCP200.View ArticlePubMedGoogle Scholar
- Ponten F, Jirstrom K, Uhlen M: The Human Protein Atlas--a tool for pathology. J Pathol. 2008, 216: 387-393. 10.1002/path.2440.View ArticlePubMedGoogle Scholar
- Jogi A, Brennan DJ, Ryden L, Magnusson K, Ferno M, Stal O, Borgquist S, Uhlen M, Landberg G, Pahlman S, Jirstrom K: Nuclear expression of the RNA-binding protein RBM3 is associated with an improved clinical outcome in breast cancer. Mod Pathol. 2009, 22: 1564-1574. 10.1038/modpathol.2009.124.View ArticlePubMedGoogle Scholar
- Ehlen A, Brennan DJ, Nodin B, O'Connor DP, Eberhard J, Alvarado-Kristensson M, Jeffrey IB, Manjer J, Brandstedt J, Uhlen M, Ponten F, Jirstrom K: Expression of the RNA-binding protein RBM3 is associated with a favourable prognosis and cisplatin sensitivity in epithelial ovarian cancer. J Transl Med. 8: 78-Google Scholar
- Sureban SM, Ramalingam S, Natarajan G, May R, Subramaniam D, Bishnupuri KS, Morrison AR, Dieckgraefe BK, Brackett DJ, Postier RG, Houchen CW, Anant S: Translation regulatory factor RBM3 is a proto-oncogene that prevents mitotic catastrophe. Oncogene. 2008, 27: 4544-4556. 10.1038/onc.2008.97.PubMed CentralView ArticlePubMedGoogle Scholar
- Wellmann S, Truss M, Bruder E, Tornillo L, Zelmer A, Seeger K, Buhrer C: The RNA-binding protein RBM3 is required for cell proliferation and protects against serum deprivation-induced cell death. Pediatr Res. 67: 35-41.Google Scholar
- Martinez-Arribas F, Agudo D, Pollan M, Gomez-Esquer F, Diaz-Gil G, Lucas R, Schneider J: Positive correlation between the expression of X-chromosome RBM genes (RBMX, RBM3, RBM10) and the proapoptotic Bax gene in human breast cancer. J Cell Biochem. 2006, 97: 1275-1282. 10.1002/jcb.20725.View ArticlePubMedGoogle Scholar
- Sutherland LC, Rintala-Maki ND, White RD, Morin CD: RNA binding motif (RBM) proteins: a novel family of apoptosis modulators?. J Cell Biochem. 2005, 94: 5-24. 10.1002/jcb.20204.View ArticlePubMedGoogle Scholar
- Baldi A, Battista T, De Luca A, Santini D, Rossiello L, Baldi F, Natali PG, Lombardi D, Picardo M, Felsani A, Paggi MG: Identification of genes down-regulated during melanoma progression: a cDNA array study. Exp Dermatol. 2003, 12: 213-218. 10.1034/j.1600-0625.2003.00026.x.View ArticlePubMedGoogle Scholar
- Berglund G, Elmstahl S, Janzon L, Larsson SA: The Malmo Diet and Cancer Study. Design and feasibility. J Intern Med. 1993, 233: 45-51. 10.1111/j.1365-2796.1993.tb00647.x.View ArticlePubMedGoogle Scholar
- Manjer J, Carlsson S, Elmstahl S, Gullberg B, Janzon L, Lindstrom M, Mattisson I, Berglund G: The Malmo Diet and Cancer Study: representativity, cancer incidence and mortality in participants and non-participants. Eur J Cancer Prev. 2001, 10: 489-499. 10.1097/00008469-200112000-00003.View ArticlePubMedGoogle Scholar
- Kononen J, Bubendorf L, Kallioniemi A, Barlund M, Schraml P, Leighton S, Torhorst J, Mihatsch MJ, Sauter G, Kallioniemi OP: Tissue microarrays for high-throughput molecular profiling of tumour specimens. Nat Med. 1998, 4: 844-847. 10.1038/nm0798-844.View ArticlePubMedGoogle Scholar
- McShane LM, Altman DG, Sauerbrei W, Taube SE, Gion M, Clark GM: Reporting recommendations for tumour marker prognostic studies. J Clin Oncol. 2005, 23: 9067-9072. 10.1200/JCO.2004.01.0454.View ArticlePubMedGoogle Scholar
- Jemal A, Siegel R, Ward E, Hao Y, Xu J, Thun MJ: Cancer statistics, 2009. CA Cancer J Clin. 2009, 59: 225-249. 10.3322/caac.20006.View ArticlePubMedGoogle Scholar
- Gimotty PA, Guerry D: Prognostication in thin cutaneous melanomas. Arch Pathol Lab Med. 134: 1758-1763.Google Scholar
- Lasithiotakis KG, Leiter U, Eigentler T, Breuninger H, Metzler G, Meier F, Garbe C: Improvement of overall survival of patients with cutaneous melanoma in Germany, 1976-2001: which factors contributed?. Cancer. 2007, 109: 1174-1182. 10.1002/cncr.22511.View ArticlePubMedGoogle Scholar
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