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JCO Global Oncology logoLink to JCO Global Oncology
. 2022 May 20;8:e2200017. doi: 10.1200/GO.22.00017

Oncology Training Needs Assessment Among Health Care Professionals in Nigeria

Prisca Olabisi Adejumo 1, Mojisola Morenike Oluwasanu 2,, Atara Ntekim 3, Olutosin Alaba Awolude 4, Olayinka Adejoke Kotila 5,6, Toyin Aniagwu 2,7, Biobele Jotham Brown 8, Bonaventure Suiru Dzekem 9, Susan Duncan 9, Moyinoluwalogo Tito-Ilori 10, Olufadekemi Ajani 10, Sang Mee Lee 11, Chinedum Peace Babalola 5,6,12, Oladosu Ojengbede 4,10, Dezheng Huo 11, Nazik Hammad 13, Olufunmilayo I Olopade 9
PMCID: PMC9173573  PMID: 35594507

PURPOSE

This study investigated the status of training and preparedness for oncology practice and research and degree of interprofessional collaboration among health care professionals in the six geopolitical regions of Nigeria.

METHODS

A convergent parallel mixed methods design was used. Three hundred seventeen respondents completed a three-part, online questionnaire. Self-rated competencies in oncology research (26 items), oncology practice (16 items), and interprofessional collaboration (nine items) were assessed with a one- to five-point Likert scale. Six key informant and 24 in-depth interviews were conducted. Descriptive statistics, analysis of variance, and pairwise t-test were used to analyze the quantitative data, whereas thematic analysis was used for the qualitative data.

RESULTS

Respondents were mostly female (65.6%) with a mean age of 40.5 ± 8.3 years. Respondents include 178 nurses (56.2%), 93 medical doctors (29.3%), and 46 pharmacists (14.5%). Self-assessed competencies in oncology practice differed significantly across the three groups of health care professionals (F = 4.789, P = .009). However, there was no significant difference across professions for competency in oncology research (F = 1.256, P = .286) and interprofessional collaboration (F = 1.120, P = .327). The majority of respondents (267, 82.4%) felt that educational opportunities in oncology-associated research in the country are inadequate and that this has implications for practice. Key training gaps reported include poor preparedness in data analysis and bioinformatics (138, 43.5%), writing clinical trials (119, 37.5%), and writing grant/research proposals (105, 33.1%). Challenges contributing to gaps in cancer research include few trained oncology specialists, low funding for research, and inadequate interprofessional collaboration.

CONCLUSION

This study highlights gaps in oncology training and practice and an urgent need for interventions to enhance interprofessional training to improve quality of cancer care in Nigeria. These would accelerate progress toward strengthening the health care system and reducing global disparities in cancer outcomes.

INTRODUCTION

Cancers are leading causes of death globally with an increasing morbidity and mortality burden in sub-Saharan African countries (SSA), including Nigeria.1 In the absence of effective responses, the burden will continue to increase because of several factors. These include an increase in the prevalence of cancer risk factors that are linked to globalization, epidemiologic transitions, aging, and exposures to environmental carcinogens.2,3 Country-specific cancer research is crucial for the conceptualization and implementation of innovative evidence-based interventions in low- and middle-income countries (LMICs), as research findings from high-income countries may not be sufficiently robust to meet the needs of patients with cancer in their own communities.4,5

CONTEXT

  • Key Objective

  • Our study investigated the status of training and preparedness for oncology practice and research and degree of interprofessional collaboration among health care professionals in Nigeria.

  • Knowledge Generated

  • We identified significant training gaps in cancer care and research, which include poor preparedness in data analysis and bioinformatics, writing clinical trial protocols, and writing grant/research proposals. In addition, the educational opportunities for structured oncology sub-specialist training in the country are inadequate and this has implications for practice. Lack of interprofessional practice and research collaborations was identified as the factor contributing to the dearth of highly trained oncology clinicians and researchers in Nigeria.

  • Relevance

  • Our findings provide data to inform the adoption and development of a structured curriculum in clinical oncology, oncology nursing, and oncology pharmacy aimed at building the clinical and research capacities of oncologists in Nigeria and Africa at large. Invariably, this will contribute to an improvement in the quality of cancer care and accelerate progress toward the reduction of the global disparities in cancer outcomes.

Studies in SSA have documented suboptimal training opportunities in cancer research,6,7 care, and practice.7-9 This is a persistent challenge at every level of higher education in Nigeria.8-11 Suboptimal cancer research capacity in sub-Saharan Africa has deep roots in the long history of colonialism followed by years of political instability and disinvestments by donor countries in the robust science and technology needed to power sustainable development in SSA. The resulting dearth of human resources, the weak clinical and research competencies of oncology scientists/clinicians coupled with poor engagement in research, and the inability of countries to attract and retain very skilled and experienced cancer researchers and clinicians demand urgent attention.6,12-15

Of greater significance is the lack of adequate curriculum for advanced training in health professions and structured career pathways in academic medical centers to facilitate the development of independent cancer researchers.13,14 Standard training in oncology in most developed countries consists of a graduate program or a board certification fellowship guided by a curriculum that is in line with the recommendations of the European Society for Medical Oncology and ASCO.16,17 Without leadership and a structured curriculum, there is weak interprofessional collaboration to improve quality of cancer care in Nigeria and other LMICs. Such collaboration is essential for providing holistic care that takes into account the physical, psychological, and social needs of each patient with cancer in Nigeria.18 Studies indicate that interprofessional collaboration in all aspects of cancer care, including administration of chemotherapy,19 radiation therapy,20 nursing care,21 and cancer screening,22 is vital for improving cancer outcomes.

These challenges are not unique to Nigeria. A recent global survey that assessed the training of oncologists revealed that most of the respondents from LMICs expressed interest in cancer research. Identified impediments to pursuing this goal included lack of mentorship and guidance in the conduct of research and lack of structured teaching in clinical settings.14 To build on the findings from this global survey and explore the needs for training in cancer research and clinical practice in Nigeria, we developed a survey to investigate the status of training in oncology practice and research for clinicians in Nigeria.

METHODS

Study Design and Scope

The study used a convergent parallel design.23 An online, semistructured questionnaire, key informant interviews (KIIs), and in-depth interviews (IDIs) were administered to clinicians and researchers in academic tertiary institutions, cancer centers, oncology units, clinics, and wards where oncology services are available, in the six geopolitical zones of Nigeria.

Study Population

The quantitative component of the study involved the administration of questionnaires to pharmacists; nurses; doctors; postdoctoral fellows; early-, mid-, and late-career researchers; and practitioners involved in the prevention and treatment of cancers. Other stakeholders such as the head of departments of nursing, pharmacy, and medicine (oncology, radiation oncology, pediatric oncology, obstetrics, and gynecology); members of the Association of Nigerian Nurses and Midwives and the Pharmacists Council of Nigeria; and resident doctors participated in the qualitative interviews.

The study participants were identified primarily in two ways. First, the members of the research team appointed six coordinators to recruit mobilizers from each geopolitical zone who sent invitations to individuals from their zones. Second, trainees were identified through existing national databases of oncology researchers obtained from institutions such as the Association of Resident Doctors; Association of Oncology Pharmacists, pediatricians, gynecologists, and oncology nurses; and the Association of Nigeria Nurses and Midwives and the Pharmacists Council of Nigeria.

Sample Size Determination and Sampling Technique

The sample size was determined using the sample size calculator for proportions,24 with the following assumptions: α = .05, β = .8, a design effect of 1.0, 95% CI, a population size of 315,325 clinicians,25 and a hypothesized proportion of 50%. This resulted in a minimum required sample size of 384. The total sample size was stratified by profession. The ratio was determined by the statistics documented in the Second National Strategic Health Development Plan, which states that Nigeria has 21,892 pharmacists, 65,759 doctors, and 249,566 nurses and midwives.24,25 The survey used a purposive sampling technique.

Quantitative Data Collection

Quantitative data were collected using a semistructured, online questionnaire developed through a review of the literature.14,26,27 The instrument comprised six sections: sociodemographic characteristics of respondents, opportunities for oncology-focused training, preparedness and competency in oncology practice and research, interprofessional practice, and specific cancer-focused training needs. Competency in oncology research was assessed with 26 items in the instrument, each requiring a response on a one- to five-point self-rating scale (maximum score of 130). Competency in oncology practice was assessed with 16 items (maximum score of 80), whereas interprofessional collaboration was assessed with nine items using the same scale (maximum score of 45). The online questionnaire was distributed via Survey Monkey using purposive and snowball sampling techniques.

Qualitative Data Collection

Qualitative data collection interview guides were used to conduct six KIIs with stakeholders and leaders in nursing, pharmacy, and medicine across the six geopolitical zones of Nigeria. Twenty-four IDI were also administered with selected pharmacists, nurses, resident doctors, postdoctoral fellows, and early- or mid-career researchers involved in cancer prevention and treatment. The interview sessions were conducted by trained interviewers either by telephone or face-to-face and were audio-recorded.

Data Analysis

Quantitative data.

IBM SPSS statistics, version 25 was used to analyze the data. Descriptive statistics, means and standard deviations or proportions, as appropriate, were calculated. One-way analysis of variance and pairwise t-tests were used to assess the statistical significance of differences among group means.

Qualitative data.

The audio recordings were transcribed verbatim, and the transcripts were coded using NVIVO 12.0 software. The data were analyzed using a deductive thematic analysis approach. The set of codes were predefined in relation with the research questions and reviewed by the research team. Final approved themes were used to summarize the study findings and reporting.

Ethical Considerations

The University of Ibadan/University College Hospital Ethics Review Committee reviewed and approved the protocol for the study before the commencement of data collection (UI/EC/21/0114). An electronic signature on an informed consent form was obtained from each participant after information was provided on the nature of the study.

RESULTS

Characteristics of Study Participants

Qualitative analysis.

Thirty clinicians across six geopolitical zones in Nigeria participated in qualitative data collection. This comprised 24 IDIs (four in each of the six geopolitical zones, with 12 nurses, six doctors, and six pharmacists responding) and interviews of six key informants (one leader in nursing, medicine, or pharmacy in each of the six geopolitical zones). The majority (65.6%) were female, with nurses constituting 46.7% (n = 14) of the participants. Participants between age 35 and 39 years constituted 43.3% (n = 13), and 35.6% (n = 11) were within five years after highest qualification.

Quantitative analysis.

The mean age of respondents was 40.5 ± 8.3 years, and 65% were female (Table 1). More than half were nurses (56.2%), and the majority (52.7%) were professionals in their mid-career practice (5-15 years). Twenty-seven percent had an academic appointment, and the south-east geopolitical zone of Nigeria accounted for the highest proportion of respondents (24.3%) as shown in Table 1.

TABLE 1.

Sociodemographic Characteristics of Study Respondents

graphic file with name go-8-e2200017-g001.jpg

Status and Opportunities of Oncology-Focused Training in Nigeria

With respect to their undergraduate and graduate education, 32.8% and 34.4% of respondents, respectively, stated that there was a standardized set of cancer learning activities, courses, or competencies. Only 44 (13.9%) respondents felt that the oncology education provided during their training program was adequate. Only 77 (24.3%) felt that the oncology training they had prepared them to manage patients with cancer very well, whereas 169 (53.3%) felt that their training did not prepare them for a career in cancer research. A majority (20 of 30) of interview participants also decried the state of oncology training and education as being below standard or of low standard. Very few described it as above average or good/very good. To quote one interview participant: “It's poorer than it needs to be. I think that right now, we just have… We have a center in Abuja that is affiliated with, International Atomic Energy Agency. They are the only ones that do a certification in oncology nursing. I am aware that University College Hospital used to have a program in oncology nursing, but I don't know if that's still ongoing now. The status is rather poor. We don't have so many oncology nurses that are professionally trained. We might have a few who have worked in oncology for years but professional training is still something that is very poor in my opinion” <KII_Male Doct_SS>.

Sixty-seven percent of the respondents reported that the oncology content in identified training programs/opportunities was sparse. The majority (267, 84.2%) reported that opportunities for continuing education in oncology care were inadequate. This statement by a respondent buttresses this claim: “It's very poor. We don't really have a standard, a standardized training for oncology nursing practice in Nigeria. The few [trained nurses] that we have, are learning on the job” <KII_Male Pharm_SW>.

About a third (117, 36.9%) reported that refresher trainings are not conducted in their specialty or that where they occur, the frequency is variable (1-5 times a year, with the most common (29.3%) being once a year). In the qualitative study, more than half of respondents rated the refresher training for nurses as average. Only a few rated it as good. The status of oncology training and education for pharmacists was rated as being poor across all stages of training. The majority of respondents rated the training of medical doctors to be good because of the numbers of trained, mentored, or certified oncology practitioners in the profession. However, the majority of practitioners in the field opined that the status is not structured; many claimed that there are no established patterns, curricula, or modes of training. This quote underscores this view: “many are oncologist by just practice not by certification.”my main concern about oncology training is that it is not structured. People are just there based on the fact that there is a team/unit called oncology unit and you are in the team. Of course you will learn some things but there is no structure…people are oncologist by just practice not by certification” <IDI_Female Doct_NC>.

Regarding opportunities for continuing education, nurses constituting 59.0% of the respondents had access to Mandatory Continuing Professional Development Programs. Other opportunities available to the respondents included oncology conferences (29.3%), continuing medical education (24.6%), short courses on oncology (25.9%), and clinical observerships (22.7%). Similar findings emerged from the qualitative interviews, where more than a quarter of the 30 participants (seven participants) had no cancer-related training aside from the institutional trainings. Of these, only about one sixth (five) had cancer-related trainings through workshops, seminars, and online/virtual trainings. According to the respondents, optimal ways to teach oncology to professionals are face-to-face lectures (35.3%), hands-on sessions in an advanced cancer center (29.7%), a blended approach (16.1%), and online forums and materials (8.8%; Table 2). Our qualitative study participants were in alignment with this finding, with the majority desiring practical or clinical exposure. This was considered the best way to teach oncology practice, training, and mentoring.

TABLE 2.

Opportunities for Oncology-Focused Training (N = 317)

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Preparedness for Oncology Practice

About a quarter (24.6%) of the respondents felt that they were slightly well prepared for initial consultation/assessment of a patient with a new cancer diagnosis and (20.5%) felt that they were moderately well prepared. An assessment of all competencies in oncology practice showed that < 40% to 50% of the respondents felt moderately well/quite well prepared (Table 3).

TABLE 3.

Preparedness for Oncology Practice (N = 317)

graphic file with name go-8-e2200017-g003.jpg

Preparedness for Oncology Research

Regarding preparedness for oncology research, about a third (31.9%) reported being slightly well prepared to identify research topics, 27.4% to conduct systematic literature searches, and 28.1% to access publications online. Key perceived deficiencies reported were poor preparedness in big data analytics and bioinformatics (138, 43.5%), writing institutional review board protocols (119, 37.5%), writing grant or research proposals (105, 33.1%), and development of manuscripts (96, 30.3; Table 4). The majority of interview respondents stated that they would like to have structured trainings on cancer research and statistical analysis and other topics such as molecular diagnosis, patient care and wound management, hysterectomy, patient navigation, genetic counseling, and health education.

TABLE 4.

Preparedness for Oncology Research (N = 317)

graphic file with name go-8-e2200017-g004.jpg

Interprofessional Collaboration Oncology Research/Practice

Almost two fifths either strongly disagreed (11.0%) or disagreed (31.5%) that clinicians (doctors, nurses, and pharmacists) always met to discuss oncology care as a group before interacting with patients with cancer. Similarly, regarding collaboration for cancer research, the majority of interview respondents lamented a lack of, or inadequate, collaboration among clinicians. According to one respondent, “I will tell you the truth is that everybody has been in silos; meaning the doctors, the clinicians have been doing their own [things] on their own, I do not know what the nurses are even doing, the pharmacist are coming up, agreeing on their own …” <KII_Female Pharm_NW>.

Another respondent characterized the poor interprofessional collaboration among health care professional by saying “there is very little collaboration between professionals in terms of cancer research. For example, doctors doing research may take the nurses under them in oncology as their data collectors and that is not appropriate as that does not qualify them to be researchers. Research should be carried out such that various experts bring their contributions from the medicine, pharmacy, nursing and psychological perspectives… this would enhance self-confidence and interpersonal relationship and reduce conflicts between experts” <KII_Female Academic/Nurse_SE> (Table 5).

TABLE 5.

Interprofessional Collaboration in Oncology Research/Practice

graphic file with name go-8-e2200017-g005.jpg

Association of Competency for Practice, Research, and Interprofessional Collaborations by Professional Group

There are statistically significant differences in the competency mean scores for oncology practice across the professional groups (P = .009), specifically between doctors and pharmacists (P = .0076) and between nurses and pharmacists (P = .0032). However, the difference in the mean score for competency in oncology research across the professions is not significant (F = 1.256, P = .286). Similarly, there is no statistically significant difference in the mean score for interprofessional collaboration in oncology research/practice among the professional groups (Table 6).

TABLE 6.

Association Between Competency for Oncology Practice, Research, and Interprofessional Collaborations by Clinician Groups

graphic file with name go-8-e2200017-g006.jpg

DISCUSSION

This was a mixed methods study designed to investigate the status of training in oncology practice and research for clinicians in Nigeria and their training needs. The use of a mixed methods approach provided a rich, valid description of the gaps in training for oncology practice and research in Nigeria. Despite the fact that Nigeria's six geopolitical regions were not equally represented in our sample, efforts exerted to include as many participants from all regions as possible ensured more informative results than that would have been achieved if some regions were left out. The goal of this study was to provide data to inform development of a tailored capacity-building program.

The majority of participants in our study described the state of oncology training and education in Nigeria as being below the standard. Similar findings have been reported in studies in different regions of the world.14,28-31 Findings from a study in Europe revealed that a majority of medical students rated clinical exposure to the management of patients with cancer as unsatisfactory.28 Similarly, in Turkey, more than half of the nurses in one study did not receive any training regarding oncology palliative care. They stated that the education was not sufficient and knowledge and skills were mostly acquired during in-service education.29 The status of oncology training and education for pharmacists in our study was rated grossly inadequate across all stages of training. This finding aligns with that of a study in Ghana, where a majority of pharmacists had never attended oncology continuing education and only a few had received university education training in oncology.30

The findings established that more than half of the respondents had no standard oncology training in either pre- or postprofessional training. Similarly, the majority had no further cancer-related training aside from that received during institutional trainings. Only a few had cancer-related training through workshops, seminars, and online/virtual trainings. These were mostly self-funded. This finding was supported by the study by Jalan et al on oncology training in LMICs, where the higher proportion of respondents report having to self-fund core oncology training. Ability versus inability to self-fund has implications for workforce selection and may increase disparities within and between countries, which may adversely affect the most disadvantaged populations and diminish the social accountability of training programs.14 The majority of respondents in our study would like to have structured trainings on cancer research and statistical analysis. The demand for capacity building in cancer research that we identified aligns with findings in East Africa.6

The majority of respondents acknowledged their lack of capacity to conduct oncology research. A quarter advocated for strong collaboration/partnerships within and among countries, with others emphasizing the need for adequate hands-on experience in oncology research. Mentoring and training were identified as good approaches to build their capacities. This corresponded with the views of study participants in East Africa.6 Straus et al31 also noted that structured and longitudinal mentorship from a competent and dedicated expert is critical during the foundational educational experience. The majority of our study participants expressed a need for more practical or clinical exposure. This was considered the best way to teach oncology practice. This was consonant with findings from Calgary, Canada, where interactive methods of teaching, such as case study activities and class discussions, have been advocated for.3,32,33 Almost all our study participants attributed inadequate research capacity and poor clinical practice to lack of funding. Other inadequacies were identified, including in leadership and governance, patients/participants' attitudes toward research, and poor collaborations. These challenges have also been reported in other studies.13,34-36

In the opinion of a majority of respondents, there is optimal collaboration among clinicians in terms of clinical care. However, with regard to cancer research, the majority reported poor collaboration among clinicians. This corresponds with findings from previous studies in Nigeria, which revealed low collaboration, interprofessional practice, and teamwork among health care professionals and researchers.12,18

Despite the use of multiple strategies and much effort on the part of the investigators for the recruitment of the respondents, the study attained only 82% of the target accrual. Participants from the north-east and north-central geopolitical zones were fewer in number than those from other regions, because of the difficulty of reaching and engaging them. This is attributed to insurgency and unrest in those regions of Nigeria at the time of data collection.

In conclusion, this study identified significant training gaps in cancer care and research among clinicians and researchers in Nigeria. Lack of interprofessional practice and research collaborations and lack of mentorship were identified as factors responsible for the dearth of highly trained oncologists in Nigeria. Specifically, this study identified an urgent need for the development of structured curriculum in the primary disciplines of clinical oncology, oncology nursing, and oncology pharmacy that will facilitate interdisciplinary and interprofessional training in oncology clinical trials and patient‐oriented translational cancer research. By building the clinical and research capacities of the next generation of highly qualified subspecialists in oncology associated research in Nigeria, the country can begin to address the growing burden of cancer and thereby improve interdisciplinary and interprofessional collaboration across the frontline health care workers. With investment in much needed training infrastructure and adoption of structured postgraduate curriculum leading to board certification, Nigeria has the potential to lead the transformation of cancer care across Sub-Saharan Africa.

Atara Ntekim

Consulting or Advisory Role: Roche Pharma AG

Research Funding: Roche/Genentech

Olufunmilayo I. Olopade

Employment: CancerIQ (I)

Leadership: CancerIQ

Stock and Other Ownership Interests: CancerIQ, Tempus, 54gene, HealthWell Solutions

Research Funding: Novartis (Inst), Roche/Genentech (Inst), Cepheid (Inst), Color Genomics (Inst), Ayala Pharmaceuticals (Inst)

Other Relationship: Tempus, Color Genomics, Roche/Genentech

Uncompensated Relationships: Healthy Life for All Foundation

Open Payments Link: https://openpaymentsdata.cms.gov/physician/olopade

No other potential conflicts of interest were reported.

PRIOR PRESENTATION

Presented at AORTIC 2021 virtual cancer conference.

SUPPORT

Supported by NCI P20CA233307, Susan G. Komen for the Cure (OIO) and Breast Cancer Research Foundation (OIO) and a Kiphart Global Health Equity Scholar award from the University of Chicago Center for Global Health (P.O.A. and M.M.O.).

*

P.O.A. and M.M.O. contributed equally to the manuscript.

AUTHOR CONTRIBUTIONS

Conception and design: Prisca Olabisi Adejumo, Mojisola Morenike Oluwasanu, Atara Ntekim, Olutosin Alaba Awolude, Olayinka Adejoke Kotila, Toyin Aniagwu, Biobele Jotham Brown, Bonaventure Suiru Dzekem, Moyinoluwalogo Tito-Ilori, Olufadekemi Ajani, Oladosu Ojengbede, Nazik Hammad, Olufunmilayo I. Olopade

Financial support: Olufunmilayo I. Olopade

Administrative support: Prisca Olabisi Adejumo, Mojisola Morenike Oluwasanu, Olutosin Alaba Awolude, Olayinka Adejoke Kotila, Toyin Aniagwu, Bonaventure Suiru Dzekem, Moyinoluwalogo Tito-Ilori, Olufadekemi Ajani, Chinedum Peace Babalola, Oladosu Ojengbede, Olufunmilayo I. Olopade

Provision of study materials or patients: Olayinka Adejoke Kotila, Toyin Aniagwu, Moyinoluwalogo Tito-Ilori, Chinedum Peace Babalola

Collection and assembly of data: Prisca Olabisi Adejumo, Mojisola Morenike Oluwasanu, Olutosin Alaba Awolude, Olayinka Adejoke Kotila, Toyin Aniagwu, Biobele Jotham Brown, Moyinoluwalogo Tito-Ilori, Olufadekemi Ajani, Chinedum Peace Babalola, Oladosu Ojengbede

Data analysis and interpretation: Prisca Olabisi Adejumo, Mojisola Morenike Oluwasanu, Atara Ntekim, Olutosin Alaba Awolude, Olayinka Adejoke Kotila, Susan Duncan, Olufadekemi Ajani, Sang Mee Lee, Chinedum Peace Babalola, Oladosu Ojengbede, Dezheng Huo, Nazik Hammad, Olufunmilayo I. Olopade

Manuscript writing: All authors

Final approval of manuscript: All authors

Accountable for all aspects of the work: All authors

AUTHORS' DISCLOSURES OF POTENTIAL CONFLICTS OF INTEREST

The following represents disclosure information provided by authors of this manuscript. All relationships are considered compensated unless otherwise noted. Relationships are self-held unless noted. I = Immediate Family Member, Inst = My Institution. Relationships may not relate to the subject matter of this manuscript. For more information about ASCO's conflict of interest policy, please refer to www.asco.org/rwc or ascopubs.org/go/authors/author-center.

Open Payments is a public database containing information reported by companies about payments made to US-licensed physicians (Open Payments).

Atara Ntekim

Consulting or Advisory Role: Roche Pharma AG

Research Funding: Roche/Genentech

Olufunmilayo I. Olopade

Employment: CancerIQ (I)

Leadership: CancerIQ

Stock and Other Ownership Interests: CancerIQ, Tempus, 54gene, HealthWell Solutions

Research Funding: Novartis (Inst), Roche/Genentech (Inst), Cepheid (Inst), Color Genomics (Inst), Ayala Pharmaceuticals (Inst)

Other Relationship: Tempus, Color Genomics, Roche/Genentech

Uncompensated Relationships: Healthy Life for All Foundation

Open Payments Link: https://openpaymentsdata.cms.gov/physician/olopade

No other potential conflicts of interest were reported.

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