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. 2023 Jun 27;16(5):515–536. doi: 10.1007/s40271-023-00632-z

Table 2.

A priori concepts derived from existing models

References Direct costs Indirect costs Material resources Psychological response Financial coping behavior Financial outcome Health outcome Risk factors
Hanratty et al. (2007) [28] Rising health care costs and increasing health care use Financial strain: the subjective perception of financial hardship
Kankeu et al. (2013) [26] Economic consequences: Direct costs Economic consequences: Indirect costs Social resources (e.g assistance from others) Coping strategies (e.g. Intra- and inter- household labor substitution; Hiring other labor and other strategies; Reducing/delaying consumption of non-health goods and services (food, education, electricity, leisure, etc.); Use of savings; Sale of assets; Borrowing; Delaying investments) Treatment seeking behavior: Yes or No
Gordon et al. (2017) [2] Currency (monetary) values of OOP costs Percentage of OOP costs to income ratios Perceptions of cancer-related financial burden and psychological impact Tangible solutions to ease financial burden such as increasing debt levels, borrowing money from family or friends, selling assets
Altice et al. (2017) [3] Material conditions: Increased OOP expenses Material conditions: Lower income that can result from the inability to work during/following cancer treatment Psychological response: Response to the increase in household expenses that must now be managed as patients navigate cancer care Coping behaviors: patients adopt to manage their medical care while experiencing increased household expenses during/following cancer care Medical debt/bankruptcy
Santacroce et al. (2018) [29] Monetary: Direct costs Monetary: Indirect costs Patient-reported: Psychosocial Patient-reported: Financial coping
Witte et al (2019) [33] Objective financial burden: Direct costs (OOP) Objective financial burden: Indirect costs (income loss) Subjective financial distress: Material Subjective financial distress: Psychosocial Subjective financial distress: Behavioral
Yabroff et al. (2018) [34] Level of risk factors: patient/family, provider and care team, health care system, employer, state and national policy
Thomas et al. (2019) [27] Direct (medical) costs, indirect (non-medical) costs Biological responses to stress

Financial coping behavior:

Treatment non-adherence

Medical insurance
Imber et al. (2020) [42] Direct costs: Patient’s OOP responsibilities owing to prostate cancer Indirect costs: Opportunity costs of prostate cancer Individual economic circumstances: Baseline wealth, pre-existing debts and economic reserve Expectations of possible financial burdens: Knowledge and perception of the economic effect that a prostate cancer diagnosis will have on one’s family Patient-specific values and self-management behaviors
Belcher et al. (2020) [23] Distress: General stress, cancer-specific stress, cancer worry, depression, anxiety Inability to make ends meet, not enough money for necessities, cutbacks and adjustments Functional health: physical function; symptom burden; symptom interference; comorbidities; social role, ability
Newton et al. (2020) [31] Monetary measures of financial toxicity: direct medical costs, direct non-medical costs Monetary measures of financial toxicity: indirect costs Subjective measures of financial toxicity: Distress Objective measures of financial toxicity: Coping mechanisms Subjective measures of financial toxicity: Indebtedness Subjective measures of financial toxicity: Health outcomes Treatment seeking behavior: Diagnosis, health literacy, self-advocacy, personal financial circumstances, perception of the health system, clinician's recommendations, private health insurance status, proximity to treatment centers
Tucker-Seeley and Thorpe (2019) [43] Material domain: Material hardship, making ends meet, material disadvantages Psychosocial domain: Financial stress, financial worry, financial satisfaction Behavioral domain: Financial adjustments, financial planning, spending/consumption
Santacroce and Kneipp (2019) [30] Financial costs: Direct costs Financial costs: Indirect costs Financial distress: Biological response to stress Financial distress: Financial coping behavior Family financial outcomes: Recent material hardship and impoverishment

Parent health outcomes: Symptoms, quality of life, risk for disease onset;

Child health outcomes: symptoms, quality of life, relapse

Pre-existing parent factors: age, gender, language, marital status, work status;

Pre-existing family factors: residence, income, assets, debts, number of children, general health;

Post-cancer diagnosis: treatment decision and initiation

Carrera et al. (2018) [32] Objective financial burden: Expenditures on drug costs, other direct medical costs, treatment costs Subjective financial distress: Wealth – wages, salaries or replacement income; savings and assets Subjective financial distress: anxiety and discomfort
PDQ Adult Treatment Editorial Board (2002) [5] Medical costs, non-medical costs Financial strain and distress Formal bankruptcy Health outcomes Pre-illness health, assets, debt, income, illness or injury, medical insurance, treatment choice
Pisu et al. (2010) [25] Direct costs: medical costs, non-medical costs, time costs

Time costs (at work)

Indirect costs: Productivity losses due to cancer

Psychosocial cost: loss of quality of life
McNulty and Khera (2015) [45] Patient/family: Increased stress and uncertainty

Spending savings/retirement funds, borrowing money, losing home/selling property, lifestyle changes, avoiding purchases, reduced spending on food and clothing, changes in decision making/priority selling;

Cancer treatment: decreased adherence to cancer treatment

Incurring significant debt, bankruptcy

Patient/family: Parent cost, disability

Decreased health related quality of life:

Increased stress, uncertainty, anxiety and depression, demands on the caregiver

Risk factors: Patient/family socio-demographics, financial/employment, environmental/logistical, cancer and disease related
Lentz et al. (2019) [24] Costs related to medical, surgical and radiation treatment, including costs of supportive care, end-of-life care Material consequences: Reduced income Psychological consequences: Distress Maladaptive coping: Skipping or reducing medication doses, adjusting non-medical spending Material consequences: Depletion of savings, debt, bankruptcy Psychological consequences: reduced quality of life

Causes:

Baseline factors: demographics, health, socioeconomic status

Cancer: type and stage

Medical insurance status: Premiums, deductibles, coinsurance, absence of

OOP out of pocket