Marieke W J Louwman’s research while affiliated with The Netherlands Organisation for Health Research Development and other places

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Publications (137)


Skin cancer risk in over 200.000 patients with haematologic malignancies in 30 years; a nationwide population-based study in the Netherlands
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January 2025

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28 Reads

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1 Citation

British Journal of Dermatology

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Loes Hollestein

Background Patients with haematologic malignancies are at increased risk of developing skin cancer and often experience worse skin cancer-related outcomes. However, there is a lack of nationwide, population-based data with long-term follow-up on the incidence and risks of different skin cancer types across all haematologic malignancies. Objectives To assess population-based risk estimates for cutaneous squamous cell carcinoma (CSCC), malignant melanoma (MM), Merkel cell carcinoma (MCC), and basal cell carcinoma (BCC) among patients with haematologic malignancies, stratified by skin cancer type and haematologic malignancy subgroup. These estimates can serve as a base for surveillance guidelines and patient education. Methods This nationwide population-based epidemiologic cohort study used data on 210,794 patients diagnosed with a haematologic malignancy between 1989 and 2020 from the Netherlands Cancer Registry (NCR). In addition, data on each type of histopathologically confirmed skin cancer per patient after haematologic malignancy diagnosis was retrieved from the NCR. Patients with a history of skin cancer prior to their haematologic malignancy were excluded. Cumulative incidences, standardized incidence ratio’s (SIRs), and absolute excess risks for each of the four skin cancers were calculated and stratified by haematologic malignancy subgroup, age, sex, follow-up, and primary treatment. Results The overall 10-year cumulative incidence of developing a first skin cancer was 2.6% for CSCC, 0.5% for MM, 0.05% for MCC, and 4.8% for BCC. Compared to the general population, nearly all haematologic malignancy subgroups showed more than a twofold increased risk of CSCC, MM, MCC and BCC. Patients with chronic lymphocytic leukemia (CLL) showed the highest risks for each of the four skin cancers, with SIRs of 4.4 for CSCC, 2.7 for MM, 9.3 for MCC, and 2.6 for BCC. These elevated risks persisted for more than 30 years after haematologic malignancy diagnosis. Conclusions Patients with all types of haematologic malignancies, and especially those with CLL, have a lifetime increased risk of developing different types of skin cancer. These findings highlight the importance of creating awareness among patients and care providers about this increased risk and promoting sun-protective measures and regular skin self-examinations in this high-risk population.


Matched case–control design of the discovery set and nested case–control design of the validation cohort. (Abbreviations: AJCC = American Joint Committee of Cancer)
Clinical, imaging, RNA sequencing and DNA sequencing data derived from the discovery set will be integrated and the most prognostic features will be validated in the validation cohort
Selection process of the matched case–control sets in the discovery set. (Abbreviations: NCR = Netherlands Cancer Registry, EMC = Erasmus MC Cancer Institute, H&E = Hematoxylin & Eosin)
Selection process of the nested case–control design of the validation cohort (Abbreviations: NCR = Netherlands Cancer Registry, Palga = Dutch Nationwide Pathology Databank, H&E = Hematoxylin & Eosin)
The Dutch Early-Stage Melanoma (D-ESMEL) study: a discovery set and validation cohort to predict the absolute risk of distant metastases in stage I/II cutaneous melanoma
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  • Full-text available

January 2025

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100 Reads

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1 Citation

European Journal of Epidemiology

Early-stage cutaneous melanoma patients generally have a favorable prognosis, yet a significant proportion of metastatic melanoma cases arise from this group, highlighting the need for improved risk stratification using novel prognostic biomarkers. The Dutch Early-Stage Melanoma (D-ESMEL) study introduces a robust, population-based methodology to develop an absolute risk prediction model for stage I/II melanoma, incorporating clinical, imaging, and multi-omics data to identify patients at increased risk for distant metastases. Utilizing the Netherlands Cancer Registry and Dutch Nationwide Pathology Databank, we collected primary tumor samples from early-stage melanoma patients, with and without distant metastases during follow-up. Our study design includes a discovery set of metastatic cases and matched controls to identify novel prognostic factors, followed by a validation cohort using a nested case–control design to validate these factors and to build a risk prediction model. Tissue sections underwent Hematoxylin & Eosin (H&E) staining, RNA sequencing (RNAseq), DNA sequencing (DNAseq), immunohistochemistry (IHC), and multiplex immunofluorescence (MxIF).The discovery set included 442 primary melanoma samples (221 case–control sets), with 46% stage I and 54% stage II melanomas. The median time to distant metastasis was 3.4 years, while controls had a median follow-up time of 9.8 years. The validation cohort included 154 cases and 154 controls from a random population-based selection of 5,815 patients. Our approach enabled the collection of a large number of early-stage melanoma samples from population-based databases with extensive follow-up and a sufficient number of metastatic events. This methodology in prognostic cancer research holds the potential to impact clinical decision-making through absolute risk prediction.

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Incidence rates of sinonasal mucosal melanoma in the Netherlands between 2001 and 2021. The solid lines represent the annual incidence expressed as RESR. The dashed lines indicate the absolute incidence. RESR revised European standardized incidence rate, APC annual percentage change
Kaplan–Meier survival estimates for overall survival in sinonasal mucosal melanoma in the Netherlands between 2001 and 2021. A is primary tumor site, B is clinical stage (simplified); C is treatment modality. BSC best supportive care
Relative survival rates at 1, 2, 3, and 5 years for sinonasal mucosal melanoma in the Netherlands between 2001 and 2021, stratified by period of diagnosis, sex, age at time of diagnosis, and tumor site. *3-year and 5-year RS rate for ethmoid sinus patients could not be calculated due to low numbers
Sinonasal mucosal melanoma in The Netherlands between 2001 and 2021: a clinical and epidemiological overview of 320 cases

May 2024

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44 Reads

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2 Citations

European Archives of Oto-Rhino-Laryngology

Purpose Sinonasal mucosal melanoma (SNMM) is a rare malignancy, characterised by high (local) recurrence rates and poor survival. Comprehensive understanding of tumour etiology is currently lacking, which complicates adequate tumour treatment. Besides examining trends in incidence, this study aims to assess the association between clinical characteristics, treatment practices and patient outcomes, with the objective of establishing a baseline from which SNMM management can be enhanced. Methods All newly diagnosed SNMM cases in The Netherlands between 2001 and 2021 were included using data from The Netherlands Cancer Registry (NCR). Results A total of 320 patients were included. The annual incidence rate for the overall population was stable over the inclusion period with an annual percentage change (APC) of only − 0.01%. The 5-year overall survival (OS) and relative survival (RS) were 24.5 and 32.4%, respectively. Relative survival did not increase over time. The addition of adjuvant radiotherapy to surgery was not associated with a higher OS and RS compared to surgery alone. Conclusion Sinonasal mucosal melanoma is a rare disease with stable incidence rates in the Netherlands between 2001 and 2021. There has been no improvement in survival over the course of the inclusion period. The study reaffirms that adjuvant radiotherapy does not seem to improve patient outcomes. Given the generally poor outcomes for SNMM patients, novel therapeutic options ought to be considered in order to improve care.





Systemic therapy timing and use in patients with advanced melanoma at the end of life: A retrospective cohort study

December 2023

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8 Reads

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2 Citations

The Journal of Dermatology

Novel systemic therapies for advanced melanoma improve survival, but carry potential serious side effects and high costs. This study aimed to assess the timing and use of systemic therapies in the months before death. Patients diagnosed with advanced melanoma (July 2017–June 2020) who died before July 2020 were selected from the Netherlands Cancer Registry. We evaluated the timing of systemic therapies within 30 days and 3 months before death, and studied patient and tumor characteristics associated with systemic therapy use between diagnosis and death. Out of 1097 patients 68% received systemic therapy. Almost 25% and 10% started a new therapy within 90 days and within 30 days before death, respectively. Female sex, elevated LDH, BRAF mutation, poor ECOG performance status (≥3), and high comorbidity index reduced the odds of receiving immune therapy. Poor performance status and high comorbidity decreased the odds for both therapies. A considerable number of patients started systemic therapy shortly before death, emphasizing the importance of considering potential benefits and drawbacks through shared decision‐making.



STROBE diagram for the selection of patients for the study (STROBE: Strengthening the reporting of observational studies in epidemiology). MUP melanoma of unknown primary, BM brain metastasis
Involvement of metastatic sites other than the brain in adult patients with BM-MUP. MUP melanoma of unknown primary, BM brain metastasis
Use of immunotherapy and targeted therapy in adult patients with BM-MUP. A. Use of immunotherapy in adult patients with BM-MUP. B. Use of targeted therapy in adult patients with BM-MUP. MUPmelanoma of unknown primary. BM brain metastasis
Kaplan–Meier curves representing OS for adult patients with BM-MUP. A: according to period of diagnosis. B according to age group. C: according to localisation of BM. D: according to number of other metastatic sites
Brain metastases in adult patients with melanoma of unknown primary in the Netherlands (2011–2020)

May 2023

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33 Reads

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1 Citation

Journal of Neuro-Oncology

Background Although patients with melanoma of unknown primary (MUP) have a better prognosis than similar-staged melanoma patients with known primary, the occurrence of brain metastases (BM) entails a serious complication. This study provides an overview of the incidence, treatment patterns, and overall survival (OS) of adult patients with BM-MUP in the Netherlands.MethodsBM-MUP cases were retrieved from the Netherlands Cancer Registry. Patient, disease and treatment-related characteristics were summarised using descriptive statistics. Overall survival (OS) was calculated by the Kaplan–Meier method, and the impact of prognostic factors on OS was assessed using Cox proportional hazard regression analyses.ResultsAmong 1779 MUP patients, 450 were identified as BM-MUP (25.3%). Of these patients, 381 (84.7%) presented with BM along with other metastases, while 69 (15.3%) had BM only. BM-MUP patients were predominantly male (68.2%), and had a median age of 64 years at diagnosis (interquartile range 54–71 years). Over time, the proportion of BM along other metastatic sites increased, and the occurrence of BM decreased (p = 0.01). 1-Year OS improved for the total population, from 30.0% (95% confidence interval (CI): 19.8–40.9%) in 2011–2012 to 43.6% (95%CI: 34.5–52.3%) in 2019–2020, and median OS more than doubled from 4.2 months (95%CI: 3.3–6.2 months) to 9.8 months (95%CI: 7.0–13.2 months). Patient’s age, localisation of BM, presence of synchronous liver metastasis and treatment were identified as independent predictors of OS.Conclusion Notwithstanding the progress made in OS for patients with BM-MUP in the past decade, their overall prognosis remains poor, and further efforts are needed to improve outcomes.


Citations (73)


... We applied our segmentation model to the discovery set of the D-ESMEL study images (n = 440). The discovery set of the D-ESMEL study is a case-control study that was designed to identify novel prognostic factors in stage I and II cutaneous melanoma [16]. The discovery set includes 442 primary melanoma patients (with 46 % stage I and 54 % stage II melanomas). ...

Reference:

Automated assessment of skin histological tissue structures by artificial intelligence in cutaneous melanoma
The Dutch Early-Stage Melanoma (D-ESMEL) study: a discovery set and validation cohort to predict the absolute risk of distant metastases in stage I/II cutaneous melanoma

European Journal of Epidemiology

... The inconsistency in clinical outcomes regarding PORT may derive from heterogeneity in PORT techniques, such as dose-fractionation schedules and target volume delineation. Despite these technical variations critically influencing treatment outcomes, they are often underreported, potentially explaining the conflicting results in the literature and highlighting the need for studies that provide detailed information on PORT with clinical results [3,14,15]. ...

Sinonasal mucosal melanoma in The Netherlands between 2001 and 2021: a clinical and epidemiological overview of 320 cases

European Archives of Oto-Rhino-Laryngology

... [1][2][3][4][5][6][7][8] Surgery shows very limited efficacy for advanced melanoma, and classic treatments such as chemotherapy and targeted therapy are very costly and have side effects. [9][10][11] Herein, a new treatment is proposed for advanced melanoma using clinically approved "old drugs", 12,13 with reduced clinical trial time and high biosafety. ...

Systemic therapy timing and use in patients with advanced melanoma at the end of life: A retrospective cohort study
  • Citing Article
  • December 2023

The Journal of Dermatology

... Brain tumors can also prove to be MUPs, either individually or along with other sites. As a 10-year study from the Netherlands showed, 84.7% of brain MUPs were found in patients who also presented other metastases, while 15,3% were solely brain metastases and even though the overall survival increased over time, it rarely exceeded 12 months [57]. Presentations are very different, depending on the involved cortical area, with reports describing patients presenting with dizziness, headaches, diplopia, seizures, ataxia, or symptoms of hydrocephalus (severe nausea and vomiting) [58,59]. ...

Brain metastases in adult patients with melanoma of unknown primary in the Netherlands (2011–2020)

Journal of Neuro-Oncology

... Additional treatments beyond surgery should be considered to improve patient prognosis. However, there are no clinical trials or definite guidelines to guide treatment decisions, and the efficacy of possible adjuvant treatment options has not been clarified [22][23][24]. ...

Trends in Incidence and Survival of 1496 Patients with Mucosal Melanoma in The Netherlands (1990–2019)

... As demonstrated by Afza et al. (2022) and Sasikala (2020), TL techniques can be used to train CNN models on small datasets of clinical images, achieving high classification accuracy. To further enhance early detection and improve user accessibility, Rithik Singh et al. (2022) proposed webbased applications that compare the performance of pre-trained CNN models to custom CNN models trained from scratch. On the ISIC 2017 dataset of 3297 images, the VGG-16 model outperformed the custom model with an accuracy of 85.15% compared to 83.48%. ...

Seasonal variation in diagnosis of cutaneous invasive melanoma and cutaneous squamous cell carcinoma: A nationwide study in the Netherlands
  • Citing Article
  • December 2022

Cancer Epidemiology

... To identify and exclude possible recurrent cSCCs that occurred after this 3-month window, we applied an additional rule-based algorithm based on the free-text conclusion of the pathology reports followed by a manual review. 15 The method of retrieval of metastatic cSCC has been described before. 7 In short, potential cSCC metastases were identified from pathology reports using a combination of PALGA codes and a free-text suggestive for metastases, followed by a manual review. ...

Development and Validation of an Algorithm to Identify Patients with Advanced Cutaneous Squamous Cell Carcinoma from Pathology Reports
  • Citing Article
  • August 2022

Journal of Investigative Dermatology

... Notably, a recent study on the health economic consequences of COVID-19-related delay in MM diagnosis in Europe estimated additional costs of $7.65 billion USD, with indirect treatment costs accounting for 94.5% of the total 28 . Conversely, some studies have indicated that MM thickness remained unaffected by the pandemic [30][31][32][33][34] . ...

Limited impact of COVID ‐19 related diagnostic delay on cutaneous melanoma and squamous cell carcinoma tumor characteristics: A nationwide pathology registry analysis

British Journal of Dermatology

... 45 The pandemic may have impacted BCC and cSCC incidence differently due to differences in care pathways. 46,47 BCCs may have been managed within more routine care pathways which faced larger delays. 48,49 By contrast, cSCC may have prioritised on emergency and cancer pathways during the pandemic. ...

The impact of the COVID‐19 pandemic on keratinocyte carcinoma in the Netherlands: Trends in diagnoses and magnitude of diagnostic delays

... Eight out of ten skin tumors are basal cell carcinomas (BCC) [1]. Increased life expectancy, ultraviolet light-exposure, genetic predisposition, male sex, immunosuppression, and other environmental factors contribute to an annual increase of 1% in incidence of BCC, with a lifetime risk of approximately 30% amongst fair-skinned individuals [2][3][4][5]. ...

A nationwide study of the incidence and trends of first and multiple basal cell carcinoma in the Netherlands and prediction of future incidence
  • Citing Article
  • November 2021

British Journal of Dermatology