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I. Grossmann

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Evolutionary therapy (ET) applies principles of evolutionary biology to steer tumour dynamics and forestall or delay treatment resistance, typically guided by data-driven mathematical models. Our aim is to assess whether ET protocols, and specifically Zhang et al.’s protocol proposed for metastatic castrate-resistant prostate cancer, can be theoretically effective for fast-growing metastatic cancers such as stage IV non-small-cell lung cancer (NSCLC). Using longitudinal tumour-burden data from NSCLC patients treated with erlotinib, we systematically evaluate 26 two-population differential-equation models based on classical tumour-growth dynamics, with varying assumptions about density- and frequency-dependent interactions, pharmacokinetics, and treatment-induced death. Previous work by Yin et al. on the same dataset employed an exponential model that omitted density- and frequency-dependent interactions; although it provided a good fit to tumour-burden data, its structure would theoretically lead to poorer outcomes under ET protocols. In contrast, our analysis identifies the minimal model structure required to reproduce the resistance-driven regrowth observed in NSCLC, with the Gompertzian model featuring log-kill dynamics and both density- and frequency-dependent interactions providing the best fit. In this model, Zhang et al.’s protocol prolonged median time-to-progression to 42.3 months compared with 24.8 months under maximum tolerated dose. These results indicate that ET is theoretically a viable treatment strategy for NSCLC. This study offers a practical framework for assessing ET feasibility using clinical data and supports future clinical translation of ET in NSCLC. ...

Rethinking clinician responsibility

Journal article (2025) - I. Grossmann, P.J. Marang-van de Mheen

A qualitative case study into the systemic determinants of speaking-up behaviour in multidisciplinary team meetings

Background
Healthcare workers (HCWs) voicing their views (speaking up) is crucial for patient safety and care quality. Yet, this is underused, especially during multidisciplinary team meetings (MDTMs), where diverse professionals collaborate to optimise patient treatment plans. Despite the benefits of open communication, HCWs face barriers such as hierarchical dynamics, time constraints and psychological risks.

Aim
This study examines factors influencing HCWs’ speaking-up behaviours in MDTMs, focusing on motivators, barriers and dynamics across disciplines.

Method
We conducted 21 semistructured interviews with MDTM participants of a gastrointestinal surgery ward, including surgeons, residents, nurses, nursing students, dieticians, ostomy nurses and physical therapists. Data were analysed collaboratively using thematic analysis.

Results
Participants are highly motivated to advocate for patients and provide optimal care. However, barriers impact speaking up during MDTMs. Three major themes were identified: (1) time pressure, (2) perception of goals and roles and (3) familiarity among team members. Structural, relational and contextual factors affect HCWs’ ability to speak up, with nurses and paramedics experiencing more hesitancy than physicians. Lack of preparation time, ambiguous objectives, no formal agenda and unfamiliarity among team members hinder contributions, leading to unbalanced input.

Conclusion
Findings support a systems-based approach to addressing barriers. Interventions should focus on clear goals, reduced time pressures and enhanced team cohesion, rather than placing the responsibility solely on individuals. For instance, adjusting meeting schedules to accommodate diverse availability improves participation across disciplines. Strengthening familiarity among team members fosters trust and lowers the perceived risks of speaking up, ensuring more balanced contributions during MDTMs. ...
Review (2025) - Arina Soboleva, Irene Grossmann, Anne Marie C. Dingemans, Jafar Rezaei, Kateřina Staňková
Evolutionary cancer therapy (ECT) delays or forestalls the progression of metastatic cancer by adjusting treatment based on individual patient and disease characteristics. Clinical implementation of ECT can improve patient outcomes but faces technical and cultural challenges. To address those, we propose a systems approach incorporating systems modeling, problem structuring, and stakeholder engagement. This approach identifies and addresses barriers to implementation, ensuring the feasibility of ECT in clinical practice and enabling better metastatic cancer care. ...
Background
Speaking up among healthcare professionals plays an essential role in improving patient safety and quality of care, yet it remains complex and multifaceted behaviour. Despite awareness of potential risks and adverse outcomes for patients, professionals often hesitate to voice concerns due to various influencing factors. This complexity has encouraged research into the determinants of speaking-up behaviour in hospital settings. This review synthesises these factors into a multi-layered framework. It aims to provide a more comprehensive perspective on the influencing factors, which provides guidance for interventions aimed at fostering environments contributing to speaking up in hospitals.

Methods
A systematic review was conducted in November 2024, searching databases: PubMed, Scopus and Web of Science. Following PRISMA guidelines and the three stages for thematic synthesis, we developed the classification of influencing factors. Out of 1,735 articles identified articles, 413 duplicates were removed, 1,322 titles and abstracts were screened, and 152 full texts (plus six additional articles) were assessed. Ultimately, 45 articles met the inclusion criteria.

Results
The review categorised influencing factors into four categories: individual (29 articles, 64%), relational (21 articles, 47%), contextual (19 articles, 42%), and organisational (26 articles, 58%). These categories encompass motivating, hindering and trade-off factors affecting speaking up among healthcare professionals in hospitals.

Conclusions
The multi-layered framework highlights the dynamic interplay of factors influencing speaking up among healthcare professionals. A systems approach is essential for identifying barriers and enablers and designing effective speaking up interventions. This framework serves as a foundation for more focused research and practical guidance, enabling healthcare leaders to address barriers across all categories. By fostering environments that support open communication, organisations can enhance patient safety and quality of care. ...
Journal article (2024) - Iris van de Voort, Irene Grossmann, Ian Leistikow, Jan Willem Weenink
Background: Physicians have complex and demanding jobs that may negatively affect their sustainable employability (SE) and quality of care. Despite its societal and occupational relevance, empirical research on physicians’ SE is scarce. To further advance our understanding of physicians’ SE, this study explores how physicians perceive their employment context to affect their SE, how physicians self-regulate with the intent to sustain their employability, and how self-regulations affect physicians’ SE and their employment context. Methods: Twenty Dutch physicians from different specialisms were narratively interviewed between March and September 2021 by a researcher with a similar background (surgeon) to allow participants to speak in their own jargon. The interviews were analyzed collaboratively by the research team in accordance with theory-led thematic analysis. Results: According to the interviewees, group dynamics, whether positive or negative, and (mis)matches between personal professional standards and group norms on professionalism, affect their SE in the long run. Interviewees self-regulate with the intent to sustain their employability by (I) influencing work; (II) influencing themselves; and (III) influencing others. Interviewees also reflect on long-term, unintended, and dysfunctional consequences of their self-regulations. Conclusions: We conclude that physicians’ SE develops from the interplay between the employment context in which they function and their self-regulations intended to sustain employability. As self-regulations may unintentionally contribute to dysfunctional work practices in the employment context, there is a potential for a vicious cycle. Insights from this study can be used to understand and appraise how physicians self-regulate to face complex challenges at work and to prevent both dysfunctional work practices that incite self-regulation and dysfunctional consequences resulting from self-regulations. ...
Journal article (2017) - A. R. Mortensen, I. Grossmann, M. Rosenkilde, P. Wara, S. Laurberg, P. Christensen
Aim: The study investigated the effect of collagen mesh-assisted closure at the donor site in preventing the formation of incisional hernia following construction of a vertical rectus abdominis myocutaneus (VRAM) flap as part of pelvic surgery for recurrent colorectal cancer. Method: The study was a double-blinded randomized controlled superiority trial that was designed and performed according to the Consolidated Standards of Reporting Trials (CONSORT) Statement. Eligible patients undergoing surgery that included a VRAM flap for advanced colorectal pelvic malignancy were prospectively randomized to conventional abdominal wound closure or collagen mesh-assisted closure. The primary end-point was incisional herniation at 1 year confirmed by CT. Secondary end-points were CT-verified incisional herniation at 3 and 36 months, clinically recognizable incisional herniation, donor-site and reconstructive-site complications, surgical mortality, postoperative morbidity, postoperative recovery and survival. Results: In total, 58 (29 conventional closure; 29 mesh-assisted closure) patients were included. At 1 year, incisional herniation on the CT scan was found in 12 (50%) of 24 patients in the conventional closure group, and in 8 (33%) of 24 in the mesh-assisted closure group (P = 0.38). No significant difference between the groups was found in surgical mortality, early or late complications or survival. Donor-site morbidity was comparable between the two groups. Conclusion: No preventative effect of collagen mesh-assisted closure was observed following VRAM flap reconstruction. ...
Journal article (2017) - C. J. Verberne, Z. Zhan, E. R. van den Heuvel, F. Oppers, A. M. de Jong, I. Grossmann, J. M. Klaase, G. H. de Bock, T. Wiggers
Background: The CEAwatch randomized trial showed that follow-up with intensive carcinoembryonic antigen (CEA) monitoring (CEAwatch protocol) was better than care as usual (CAU) for early postoperative detection of colorectal cancer recurrence. The aim of this study was to calculate overall survival (OS) and disease-specific survival (DSS). Methods: For all patients with recurrence, OS and DSS were compared between patients detected by the CEAwatch protocol versus CAU, and by the method of detection of recurrence, using Cox regression models. Results: Some 238 patients with recurrence were analysed (7·5 per cent); a total of 108 recurrences were detected by CEA blood test, 64 (55·2 per cent) within the CEAwatch protocol and 44 (41·9 per cent) in the CAU group (P = 0·007). Only 16 recurrences (13·8 per cent) were detected by patient self-report in the CEAwatch group, compared with 33 (31·4 per cent) in the CAU group. There was no significant improvement in either OS or DSS with the CEAwatch protocol compared with CAU: hazard ratio 0·73 (95 per cent 0·46 to 1·17) and 0·78 (0·48 to 1·28) respectively. There were no differences in survival when recurrence was detected by CT versus CEA measurement, but both of these methods yielded better survival outcomes than detection by patient self-report. Conclusion: There was no direct survival benefit in favour of the intensive programme, but the CEAwatch protocol led to a higher proportion of recurrences being detected by CEA-based blood test and reduced the number detected by patient self-report. This is important because detection of recurrence by blood test was associated with significantly better survival than patient self-report, indirectly supporting use of the CEAwatch protocol. ...
Journal article (2017) - Zhuozhao Zhan, Charlotte J. Verberne, Edwin R. Van Den Heuvel, Irene Grossmann, Adelita V. Ranchor, Theo Wiggers, Geertruida H. De Bock
Background: The aim of the study was to evaluate psychological effects of the state-of-art intensified follow-up protocol for colorectal cancer patients in the CEAwatch trial. Method: At two time points during the CEAwatch trial questionnaires regarding patients’ attitude towards follow-up, patients’ psychological functioning and patients’ experiences and expectations were sent to participants by post. Linear mixed models were fitted to assess the influences and secular trends of the intensified follow-up on patients’ attitude towards follow-up and psychological functioning. As secondary outcome, odds ratios were calculated using ordinal logistic mixed model to compare patients’ experiences to their expectations, as well as their experiences at two different time points. Results: No statistical significant effects of the intensified follow-up were found on patients’ attitude towards the follow-up and psychological functioning variables. Patients had high expectations of the intensified follow-up and their experiences at the second time point were more positive compared to the scores at the first time point. Conclusion: The intensified follow-up protocol posed no adverse effects on patients’ attitude towards follow-up and psychological functioning. In general, patients were more nervous and anxious at the start of the new follow-up protocol, had high expectations of the new follow-up protocol and were troubled by the nuisances of the blood sample testing. As they spent more time in the follow-up and became more adapted to it, the nervousness and anxiety decreased and the preference for the frequent blood test became high in replacement of conversations with the doctors. ...
Journal article (2016) - I. S. Bakker, H. S. Snijders, I. Grossmann, T. M. Karsten, K. Havenga, T. Wiggers
Aim Colon cancer resection in a nonelective setting is associated with high rates of morbidity and mortality. The aim of this retrospective study is to identify risk factors for overall mortality after colon cancer resection with a special focus on nonelective resection. Method Data were obtained from the Dutch Surgical Colorectal Audit. Patients undergoing colon cancer resection in the Netherlands between January 2009 and December 2013 were included. Patient, treatment and tumour factors were analysed in relation to the urgency of surgery. The primary outcome was 30-day postoperative mortality. Results The study included 30 907 patients. A nonelective colon cancer resection was performed in 5934 (19.2%) patients. There was a 4.4% overall mortality rate, with significantly more deaths after nonelective surgery (8.5% vs 3.4%, P < 0.001). Older patients, male patients and patients with high comorbidity, advanced tumours, perforated tumours, a tumour in the right or transverse colon and postoperative anastomotic leakage were at risk of postoperative death. In nonelective resections, a right-sided tumour and postoperative anastomotic leakage were associated with high mortality. Conclusion Nonelective colon cancer resection is associated with high mortality. In particular, right-sided resections and patients with tumour perforation are at particularly high risk. The optimization of patients prior to surgery and expeditious operation after diagnosis might prevent the need for a nonelective resection. ...
Journal article (2016) - C. J. Verberne, T. Wiggers, I. Grossmann, G. H. de Bock, K. M. Vermeulen
Aim: The study CEA Watch (Netherlands Trial Register 2182) has shown that an intensified follow-up schedule with more frequent carcinoembryonic antigen (CEA) measurements but fewer outpatient visits detects more curable recurrences compared with the usual follow-up protocol in colorectal cancer (CRC) patients. The aim of the study was to compare the cost and cost-effectiveness between various follow-up programmes. Method: In total, 3223 patients with stage I-III CRC were followed between October 2010 and October 2012. Direct medical costs were calculated per patient adding the costs for all visits, CEA measurements and imaging. Productivity losses and travel expenses were calculated using answers from questionnaires. The cost-effectiveness displayed the additional costs per additional patient with recurrent disease and used an incremental cost-effectiveness ratio (ICER) to compare them. Results: The mean yearly cost per patient was €548 in the intensified protocol and €497 in the control protocol. The ICER was €94 (95% CI €76-€157) per cent, to detect one additional patient with a recurrence in the intervention protocol compared with the control protocol would require an additional €9400. For curable recurrences, the ICER was €607 (95% CI €5695-€5728). Annual patient-reported costs were €509 per year in the intervention protocol and €488 in the control protocol. Conclusion: The current study demonstrates that the direct medical and patient-reported cost of a newly introduced, safe and effective way of CRC follow-up was comparable to that of standard care. The ICER per curable recurrence was considered acceptably low. ...
Journal article (2015) - C. J. Verberne, Z. Zhan, P. Baas, B. Van Ooijen, G. Nieuwenhuijzen, A. Marinelli, E. Van Der Zaag, D. Wasowicz, G. H. De Bock, T. Wiggers, E. Van Den Heuvel, I. Grossmann, K. Havenga, E. Manusama, J. Klaase, H. C.J. Van Der Mijle, B. Lamme, K. Bosscha
Abstract Aim The value of frequent Carcino-Embryonic Antigen (CEA) measurements and CEA-triggered imaging for detecting recurrent disease in colorectal cancer (CRC) patients was investigated in search for an evidence-based follow-up protocol. Methods This is a randomized-controlled multicenter prospective study using a stepped-wedge cluster design. From October 2010 to October 2012, surgically treated non-metastasized CRC patients in follow-up were followed in eleven hospitals. Clusters of hospitals sequentially changed their usual follow-up care into an intensified follow-up schedule consisting of CEA measurements every two months, with imaging in case of two CEA rises. The primary outcome measures were the proportion of recurrences that could be treated with curative intent, recurrences with definitive curative treatment outcome, and the time to detection of recurrent disease. Results 3223 patients were included; 243 recurrences were detected (7.5%). A higher proportion of recurrences was detected in the intervention protocol compared to the control protocol (OR = 1.80; 95%-CI: 1.33-2.50; p = 0.0004). The proportion of recurrences that could be treated with curative intent was higher in the intervention protocol (OR = 2.84; 95%-CI: 1.38-5.86; p = 0.0048) and the proportion of recurrences with definitive curative treatment outcome was also higher (OR = 3.12, 95%-CI: 1.25-6.02, p-value: 0.0145). The time to detection of recurrent disease was significantly shorter in the intensified follow-up protocol (HR = 1.45; 95%-CI: 1.08-1.95; p = 0.013). Conclusion The CEAwatch protocol detects recurrent disease after colorectal cancer earlier, in a phase that a significantly higher proportion of recurrences can be treated with curative intent. ...
Journal article (2014) - I. S. Bakker, I. Grossmann, D. Henneman, K. Havenga, T. Wiggers
Background Surgical resection with restoration of bowel continuity is the cornerstone of treatment for patients with colonic cancer. The aim of this study was to identify risk factors for anastomotic leakage (AL) and subsequent death after colonic cancer surgery. Methods Data were retrieved from the Dutch Surgical Colorectal Audit. Patients undergoing colonic cancer resection with creation of an anastomosis between January 2009 to December 2011 were included. Outcomes were AL requiring reintervention and postoperative mortality following AL. Results AL occurred in 7·5 per cent of 15 667 patients. Multivariable analyses identified male sex, high American Society of Anesthesiologists (ASA) fitness grade, extensive tumour resection, emergency surgery, and surgical resection types such as transverse resection, left colectomy and subtotal colectomy as independent risk factors for AL. A defunctioning stoma was created in a small group of patients, leading to a lower risk of leakage. The mortality rate was 4·1 per cent overall, and was significantly higher in patients with AL than in those without leakage (16·4 versus 3·1 per cent; P < 0·001). Multivariable analyses identified older age, high ASA grade, high Charlson score and emergency surgery as independent risk factors for death after AL. The adjusted risk of death after AL was twice as high following right compared with left colectomy. Conclusion The elderly and patients with co-morbidity have a higher risk of death after AL. Accurate preoperative patient selection, intensive postoperative surveillance for AL, and early and aggressive treatment of suspected leakage is important, especially in patients undergoing right colectomy. ...
Journal article (2014) - I. Grossmann, P. M. Doornbos, J. M. Klaase, G. H. De Bock, T. Wiggers
Background Due to changes in staging, (neo)-adjuvant treatment and surgical techniques for colorectal cancer (CRC), it is expected that the recurrence pattern will change as well. This study aims to report the current incidence of, and time to recurrent disease (RD), further the localization(s) and the eligibility for successive curative treatment. Methods A consecutive cohort of CRC patients, whom were routinely staged with CT and underwent curative treatment according to the national guidelines, was analyzed (n = 526). Results After a mean and median FU of 39 months, 20% of all patients and 16% of all AJCC stage 0-III patients had developed RD. The annual incidences were the highest in the first two years but tend to retain in the succeeding years for stage 0-III patients. The majority of RD was confined to one organ (58%) and 28% of these patients were again treated with curative intent. Conclusions In follow-up nowadays, less recurrences are found than reported in historical studies but these can more often be treated with curative intent. A main cause for the decreased incidence of RD, next to improvements in treatment, is probably stage shift elicited by pre-operative staging. The outcomes support continuation of follow-up in colorectal cancer. ...
Book chapter (2013) - I. Grossmann, Theo Wiggers
Journal article (2013) - C.J. Verberne, W.H. de Jong, I. Grossmann, G.H. de Bock, Theo Wiggers, I.P. Kema, A. Muller Kobold
n the search for evidence-based follow-up of patients after resection for colorectal cancer, numerous tumor markers have been proposed. This review has evaluated these markers and comments on the diagnostic accuracy in finding recurrent disease in relation to Carcino-Embryonic Antigen (CEA). Methods: A comprehensive literature review (1985-2010) was performed by two independent reviewers. Sensitivity and specificity of markers mentioned in the articles were checked by recalculation. A validated quality score system was used to estimate study quality. Results: Seventeen studies focusing on eight different markers were included. Three markers were shown to have comparable or better accuracy than CEA: TPA, CA 242 and CA 72-4 in at least one study. These three markers, from four independent studies, showed a tumor marker sensitivity of > 60% in combination with an outperformance of CEA in follow-up. These results were not confirmed by six other studies investigating the same markers. Conclusion: This review revealed three tumor markers other than CEA that have been shown to adequately indicate recurrences in colorectal cancer. However, comparability of studies was difficult. Therefore a prospective study of these markers seems necessary to investigate their real value, and to overcome design and inclusion biases. ...
Journal article (2012) - Charlotte J. Verberne, Cornelis H. Nijboer, Geertruida H. De Bock, Irene Grossmann, Theo Wiggers, Klaas Havenga
Background: The present paper is a first evaluation of the use of "CEAwatch", a clinical support software system for surgeons for the follow-up of colorectal cancer (CRC) patients. This system gathers Carcino-Embryonic Antigen (CEA) values and automatically returns a recommendation based on the latest values. Methods. Consecutive patients receiving follow-up care for CRC fulfilling our in- and exclusion criteria were identified to participate in this study. From August 2008, when the software was introduced, patients were asked to undergo the software-supported follow-up. Safety of the follow-up, experiences of working with the software, and technical issues were analyzed. Results: 245 patients were identified. The software-supported group contained 184 patients; the control group contained 61 patients. The software was safe in finding the same amount of recurrent disease with fewer outpatient visits, and revealed few technical problems. Clinicians experienced a decrease in follow-up workload of up to 50% with high adherence to the follow-up scheme. Conclusion: CEAwatch is an efficient software tool helping clinicians working with large numbers of follow-up patients. The number of outpatient visits can safely be reduced, thus significantly decreasing workload for clinicians. ...

The importance of preoperative staging with chest CT scan in patients with colorectal cancer

Journal article (2011) - Irene Grossmann, Johannes Avenarius, Walter Mastboom, Joost Klaase
Journal article (2011) - Irene Grossmann, Joost M. Klaase, Johannes K.A. Avenarius, Ignace H.J.T. de Hingh, Walter J.B. Mastboom, Theo Wiggers
Background: Advanced colorectal cancer (CRC), either locally advanced, metastasized (mCRC) or both, is present in a relevant proportion of patients. The chances on curation of advanced CRC are continuously improving with modern multi-modality treatment options. For incurable CRC the focus lies on palliation of symptoms, which is not necessarily a resection of the primary tumor. Both situations motivate adequate staging before treatment in CRC. This prospective observational study evaluates the outcomes after the introduction of routine staging with abdominal CT before treatment.Methods: In a prospective observational study of 612 consecutive patients (2007-2009), the ability of abdominal CT to find liver metastases (LM), peritoneal carcinomatosis (PC) and T4 stage in colon cancer (CC) was analysed.Results: Advanced CRC was present in 58% of patients, mCRC in 31%. The ability to find LM was excellent (99%), cT4 stage CC good (86%) and PC poor (33%). In the group of surgical patients with emergency presentations, the incidences of both mCRC (51%) and locally advanced colon cancer (LACC) (69%) were higher than in the elective group (20% and 26% respectively). Staging tended to be omitted more often in the emergency group (35% versus 12% in elective surgery).Conclusions: The strengths of staging with abdominal CT are to find LM and LACC, however it fails in diagnosing PC. On grounds of the incidence of advanced CRC, staging is warranted in patients with emergency presentations as well. ...
Review (2011) - Irene Grossmann, Charlotte Verberne, Geertruida de Bock, Klaas Havenga, Ido Kema, Joost Klaase, Andrew Renehan, Theo Wiggers
Following curative treatment for colorectal cancer (CRC), 30% to 50% of patients will develop recurrent disease. For CRC there are several lines of evidence supporting the hypothesis that early detection of meta chronous disease offers a second opportunity for cure. This paper revisits the potential role of serum carcinoem bryonic antigen (CEA) in follow-up. A comprehensive review of the literature (1978-2008) demonstrates that the initial promise of serum CEA as an effective surveillance tool has been tarnished through perpetuation of poorly designed studies. Specific limitations included: testing CEA as only an 'add-on' diagnostic tool; lack of standardization of threshold values; use of static thresholds; too low measurement frequency. Major changes in localizing imaging techniques and treatment of metastatic CRC further cause a decrease of clinical applicability of past trial outcomes. In 1982, Staab hypothesized that the optimal benefit of serum CEA as a surveillance tool is through high-frequency triage using a dynamic threshold (HiDT). Evidence supporting this hypothesis was found in the biochemical characteristics of serum CEA and retrospective studies showing the superior predictive value of a dynamic threshold. A multi-centred randomized phase III study optimizing the usage of HiDT against resectability of recurrent disease is commencing recruitment in the Netherlands. ...