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Jackson, Sadhana

https://orcid.org/0000-0001-6700-5621

Mayo Clinic

National Institutes of Health

Citations 5

Enhancing neuro-oncology care through equity-driven applications of artificial intelligence
Mehari, Mulki , Sibih, Youssef , Dada, Abraham , Chang, Susan M. , Wen, Patrick Y. , Molinaro, Annette M. , Chukwueke, Ugonma , Budhu, Joshua , Jackson, Sadhana , Porter, Alyx B. , Hervey‐Jumper, Shawn L. , Budhu, Joshua A , Porter, Alyx , Hervey-Jumper, Shawn L , Jackson, Sadhana , Wen, Patrick Yung , Molinaro, Annette M. , McFaline-Figueroa, J Ricardo

Neuro-Oncology | July 25, 2024 | Volume: 26 | Issue: 11 | Pages: 1951-1963

10.1093/neuonc/noae127 Get It

Abstract The disease course and clinical outcome for brain tumor patients depend not only on the molecular and histological features of the tumor but also on the patient’s demographics and social determinants of health. While current investigations in neuro-oncology have broadly utilized artificial intelligence (AI) to enrich tumor diagnosis and more accurately predict treatment response, postoperative complications, and survival, equity-driven applications of AI have been limited. However, AI applications to advance health equity in the broader medical field have the potential to serve as practical blueprints to address known disparities in neuro-oncologic care. In this consensus review, we will describe current applications of AI in neuro-oncology, postulate viable AI solutions for the most pressing inequities in neuro-oncology based on broader literature, propose a framework for the effective integration of equity into AI-based neuro-oncology research, and close with the limitations of AI.
Defining interventions and metrics to improve diversity in CNS clinical trial participation: A SNO and RANO effort
Budhu, Joshua , Chukwueke, Ugonma , Jackson, Sadhana , Lee, Eudocia Q. , Willmarth, Nicole E. , Dalmage, Mahalia , Arons, David, Chang, Susan M. , Hervey‐Jumper, Shawn L. , Wen, Patrick Y. , Porter, Alyx B. , Galanis, Evanthia , Jackson, Sadhana , Budhu, Joshua A , McFaline-Figueroa, J Ricardo , Kawachi, Ichiro , Galanis, Evanthia , Wen, Patrick Yung

Neuro-Oncology | December 8, 2023 | Volume: 26 | Issue: 4 | Pages: 596-608

10.1093/neuonc/noad242 Get It

Abstract Despite major strides in cancer research and therapy, these advances have not been equitable across race and ethnicity. Historically marginalized groups (HMG) are more likely to have inadequate preventive screening, increased delays in diagnosis, and poor representation in clinical trials. Notably, Black, Hispanic, and Indigenous people represent 30% of the population but only 9% of oncology clinical trial participants. As a result, HMGs lack equitable access to novel therapies, contradicting the principle of distributive justice, as enshrined in the Belmont report, which demands the equitable selection of subjects in research involving human subjects. The lack of clinical trial diversity also leads to low generalizability and potentially harmful medical practices. Specifically, patients with brain cancer face unique barriers to clinical trial enrollment and completion due to disease-specific neurologic and treatment-induced conditions. Collectively, the intersection of these disease-specific conditions with social determinants of health fosters a lack of diversity in clinical trials. To ameliorate this disparity in neuro-oncology clinical trial participation, we present interventions focused on improving engagement of HMGs. Proposals range from inclusive trial design, decreasing barriers to care, expanding trial eligibility, access to tumor profiling for personalized medical trials, setting reasonable metrics and goals for accrual, working with patient community stakeholders, diversifying the neuro-oncology workforce, and development of tools to overcome biases with options to incentivize equity. The diversification of participation amongst neuro-oncology clinical trials is imperative. Equitable access and inclusion of HMG patients with brain tumors will not only enhance research discoveries but will also improve patient care.
DISP-14. DEFINING INTERVENTIONS AND METRICS TO IMPROVE DIVERSITY IN CNS CLINICAL TRIAL PARTICIPATION: A SNO AND RANO EFFORT
Porter, Alyx B. , Jackson, Sadhana , Lee, Eudocia Q. , Willmarth, Nicole E. , Dalmage, Mahalia , Arons, David, Chang, Susan M. , Wen, Patrick Y. , Hervey‐Jumper, Shawn L. , Chukwueke, Ugonma , Budhu, Joshua , McFaline-Figueroa, J Ricardo , Kawachi, Ichiro , Chang, Susan Marina , Wen, Patrick Yung

Neuro-Oncology | November 14, 2022 | Volume: 24 | Issue: Supplement_7 | Pages: vii130-vii130

10.1093/neuonc/noac209.496 Get It

Abstract Despite major strides in cancer research, care, and therapy, these advances have not been equitable across race and ethnicity. Groups underrepresented in medicine (URM) are more likely to have inadequate preventive screening, increased delays in diagnosis, and poor representation in clinical trials. Notably, Black and Latino Americans represent 29% of the population but only reflect 8% of oncology clinical trial participants. Recent studies have shown that this disparity is also present in neuro-oncology as women, Black, and Latino Americans remain under-accrued in clinical trials. Brain tumor patients already face unique barriers to clinical trial enrollment and completion due to disease-specific conditions–such as impaired motor function, cognition, language deficits, and caregiver dependency–which pose additional difficulties in clinical trial consent, enrollment, and adherence. As part of this collaborative initiative, we evaluated the impact of how a lack of diversity in cancer research is detrimental to scientific discovery and propose interventions focused on improving URM engagement with clinical research. Recommendations include the creation of inclusive trial design at the onset, decreasing barriers to care, expanding trial eligibility, and equitable access to tumor profiling for personalized medical trials. Additionally, setting reasonable metrics and goals for accrual and engagement with patient and community stakeholders will ultimately help to diversify trial participants. Lastly, diversification and inclusion practices within the neuro-oncology workforce, including all personnel involved in clinical research, will help to minimize bias, promote concordant care, and assist with developing sustainable solutions. The diversification of participation in neuro-oncology clinical trials is imperative. The lack of diversity in clinical trials can contribute to improper generalizability of treatment efficacy, resulting in potentially harmful practices. Equitable access and inclusion of URM brain tumor patients will not only enhance research discoveries but will also result in improved patient care for all cancer patients.
OTHR-01. SNO 2020 DIVERSITY SURVEY: DEFINING DEMOGRAPHICS, RACIAL BIASES, CAREER SUCCESS METRICS AND A PATH FORWARD FOR THE FIELD OF NEURO-ONCOLOGY
Chukwueke, Ugonma , Vera, Elizabeth , Acquaye, Alvina , Hervey‐Jumper, Shawn L. , Dunbar, Erin, Thomas, Alissa A. , Camelo‐Piragua, Sandra , Fuente, Macarena de la, Porter, Alyx B. , Jackson, Sadhana , Odia, Yazmín , Klesse, Laura J. , Sharma, Akanksha , Fonkem, Ekokobe , Werbowetski‐Ogilvie, Tamra E. , Gatson, Na Tosha , Armstrong, Terri S.

Neuro-Oncology | November 18, 2021 | Volume: 23 | Issue: Supplement_6 | Pages: vi151-vi151

10.1093/neuonc/noab196.593 Get It

Abstract BACKGROUND Neuro-oncology has grown tremendously since 2010, marked by increasing society membership, specialized clinical expertise, and new journals. Yet, modest improvement in racial/ethnic diversity amongst clinical trial participants, researchers and clinicians led us to conduct a survey identifying opportunities to enhance diversity and inclusiveness amongst neuro-oncology professionals. METHODS Summer 2020, the Women and Diversity Committee of the Society for Neuro-Oncology (SNO) distributed an anonymous online survey to members and affiliates (European Association of Neuro-Oncology, Asian Society for Neuro-Oncology, Society for Neuro-Oncology Latin America and Society for Neuro-Oncology Sub-Saharan Africa). The survey captured personal and professional characteristics, biases, effective mentorship qualities, career success metrics, and suggested field/society changes. Results were analyzed by geography, profession, age, racial/ethnic and sexual identity. Standard descriptive statistics characterized the study population. RESULTS The 386 respondents were predominantly female (58%) with a median age range of 40-49 years (31%), White (65%), and SNO members (97%). Most worked in North America (77%) in a research profession (67%). A majority of White respondents reported never experiencing biases (64%), while the majority of non-White respondents reported unconscious biases/microaggressions, followed by a lack of/limited mentorship. Qualitative assessments showcased that personal/professional success metrics were linked to needed improvements in diversity and inclusion efforts within the neuro-oncology community. CONCLUSIONS: The prevalence of racial/ethnic biases and poor mentorship rates amongst underrepresented groups in neuro-oncology is high and potentially linked to the limited diverse representation amongst members and affiliates. These findings warrant a swift implementation of equity and inclusion practices within the neuro-oncology field.
SNO 2020 diversity survey: defining demographics, racial biases, career success metrics and a path forward for the field of neuro-oncology
Chukwueke, Ugonma , Vera, Elizabeth , Acquaye, Alvina , Hervey‐Jumper, Shawn L. , Odia, Yazmín , Klesse, Laura J. , Dunbar, Erin, Fonkem, Ekokobe , Thomas, Alissa A. , Werbowetski‐Ogilvie, Tamra E. , Camelo‐Piragua, Sandra , Gatson, Na Tosha , Fuente, Macarena I. de la , Porter, Alyx B. , Jackson, Sadhana , Fonkem, Ekokobe , Armstrong, Terri S , Jackson, Sadhana , Gatson, Na Tosha N , De La Fuente, Macarena , Odia, Yazmin , Klesse, Laura J , Sharma, Akanksha , Armstrong, Terri S.

Neuro-Oncology | July 13, 2021 | Volume: 23 | Issue: 11 | Pages: 1845-1858

10.1093/neuonc/noab172 Get It

Abstract Background Neuro-oncology has grown tremendously since 2010, marked by increasing society membership, specialized clinical expertise, and new journals. Yet, modest improvement in racial/ethnic diversity amongst clinical trial participants, researchers, and clinicians led us to conduct a survey to identify opportunities to enhance diversity and inclusiveness amongst neuro-oncology professionals. Methods In summer 2020, the Women and Diversity Committee of the Society for Neuro-Oncology (SNO) distributed an anonymous online survey to members and affiliates including the European Association of Neuro-Oncology (EANO), Asian Society for Neuro-Oncology (ASNO), Society for Neuro-Oncology Latin America (SNOLA) and Society for Neuro-Oncology Sub-Saharan Africa (SNOSSA). The survey captured personal and professional characteristics, biases, effective mentorship qualities, career service metrics, and suggested field/society changes. Results were analyzed by geography, profession, age, racial/ethnic, and sexual identity. Standard descriptive statistics characterized the study population. Results The 386 respondents were predominantly female (58%) with a median age range of 40–49 years (31%), White (65%), and SNO members (97%). Most worked in North America (77%) in a research profession (67%). A majority of White respondents reported never experiencing biases (64%), while the majority of non-White respondents reported unconscious biases/microaggressions, followed by a lack of/limited mentorship. Qualitative assessments showcased that personal/professional success metrics were linked to needed improvements in diversity and inclusion efforts within the neuro-oncology field. Conclusions The prevalence of racial/ethnic biases and poor mentorship rates amongst underrepresented groups in neuro-oncology is high and potentially linked to the limited diverse representation amongst members and affiliates. These findings warrant a swift implementation of equity and inclusion practices within the neuro-oncology field.