David K Blough’s research while affiliated with Fred Hutch Cancer Center and other places

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Publications (146)


Financial Insolvency as a Risk Factor for Early Mortality Among Patients With Cancer
  • Article

January 2016

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66 Reads

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810 Citations

Journal of Clinical Oncology

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Polly Newcomb

Purpose: Patients with cancer are more likely to file for bankruptcy than the general population, but the impact of severe financial distress on health outcomes among patients with cancer is not known. Methods: We linked Western Washington SEER Cancer Registry records with federal bankruptcy records for the region. By using propensity score matching to account for differences in several demographic and clinical factors between patients who did and did not file for bankruptcy, we then fit Cox proportional hazards models to examine the relationship between bankruptcy filing and survival. Results: Between 1995 and 2009, 231,596 persons were diagnosed with cancer. Patients who filed for bankruptcy (n = 4,728) were more likely to be younger, female, and nonwhite, to have local- or regional- (v distant-) stage disease at diagnosis, and have received treatment. After propensity score matching, 3,841 patients remained in each group (bankruptcy v no bankruptcy). In the matched sample, mean age was 53.0 years, 54% were men, mean income was $49,000, and majorities were white (86%), married (60%), and urban (91%) and had local- or regional-stage disease at diagnosis (84%). Both groups received similar initial treatments. The adjusted hazard ratio for mortality among patients with cancer who filed for bankruptcy versus those who did not was 1.79 (95% CI, 1.64 to 1.96). Hazard ratios varied by cancer type: colorectal, prostate, and thyroid cancers had the highest hazard ratios. Excluding patients with distant-stage disease from the models did not have an effect on results. Conclusion: Severe financial distress requiring bankruptcy protection after cancer diagnosis appears to be a risk factor for mortality. Further research is needed to understand the process by which extreme financial distress influences survival after cancer diagnosis and to find strategies that could mitigate this risk.




Impact of Prostate Cancer on Sexual Relationships: A Longitudinal Perspective on Intimate Partners' Experiences
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  • Full-text available

September 2013

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139 Reads

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50 Citations

Journal of Sexual Medicine

Introduction: In this prospective study of localized prostate cancer patients and their partners, we analyzed how partner issues evolve over time, focusing on satisfaction with care, influence of cancer treatment, and its impact on relationship with patient, cancer worry, and personal activities. Aims: Our study aims were twofold: (i) to determine whether the impact of treatment on patients and partners moderate over time and (ii) if receiving surgery (i.e., radical prostatectomy) influences partner issues more than other treatments. Methods: Patients newly diagnosed with localized prostate cancer and their female partners were recruited from three states to complete surveys by mail at three time points over 12 months. Main outcome measures: The four primary outcomes assessed in the partner analysis included satisfaction with treatment, cancer worry, and the influence of cancer and its treatment on their relationship (both general relationship and sexual relationship). Results: This analysis included 88 patient-partner pairs. At 6 months, partners reported that cancer had a negative impact on their sexual relationship (39%--somewhat negative and 12%--very negative). At 12 months, this proportion increased substantially (42%--somewhat negative and 29%--very negative). Partners were significantly more likely to report that their sexual relationship was worse when the patient reported having surgery (P = 0.0045, odds ratio = 9.8025, 95% confidence interval 2.076-46.296). A minority of partners reported significant negative impacts in other areas involving their personal activities (16% at 6 months and 25% at 12 months) or work life (6% at 6 months, which increased to 12% at 12 months). Conclusion: From partners' perspectives, prostate cancer therapy has negative impact on sexual relationships and appears to worsen over time.

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Washington State Cancer Patients Found To Be At Greater Risk For Bankruptcy Than People Without A Cancer Diagnosis

May 2013

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170 Reads

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617 Citations

Health Affairs

Much has been written about the relationship between high medical expenses and the likelihood of filing for bankruptcy, but the relationship between receiving a cancer diagnosis and filing for bankruptcy is less well understood. We estimated the incidence and relative risk of bankruptcy for people age twenty-one or older diagnosed with cancer compared to people the same age without cancer by conducting a retrospective cohort analysis that used a variety of medical, personal, legal, and bankruptcy sources covering the Western District of Washington State in US Bankruptcy Court for the period 1995-2009. We found that cancer patients were 2.65 times more likely to go bankrupt than people without cancer. Younger cancer patients had 2-5 times higher rates of bankruptcy than cancer patients age sixty-five or older, which indicates that Medicare and Social Security may mitigate bankruptcy risk for the older group. The findings suggest that employers and governments may have a policy role to play in creating programs and incentives that could help people cover expenses in the first year following a cancer diagnosis.


Is a comparative clinical trial for breast cancer tumor markers to monitor disease recurrence warranted? A value of information analysis

May 2013

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19 Reads

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12 Citations

Journal of Comparative Effectiveness Research

Background: Breast cancer tumor markers are used by some clinicians to screen for disease recurrence risk. Since there is limited evidence of benefit, additional research may be warranted. Aim: To assess the potential value of a randomized clinical trial of breast tumor marker testing in routine follow-up of high-risk, stage II-III breast cancer survivors. Materials & methods: We developed a decision-analytic model of tumor marker testing plus standard surveillance every 3-6 months for 5 years. The expected value of sample information was calculated using probabilistic simulations and was a function of: the probability of selecting the optimal monitoring strategy with current versus future information; the impact of choosing the nonoptimal strategy; and the size of the population affected. Results: The value of information for a randomized clinical trial involving 9000 women was US214millioncomparedwithacostofUS214 million compared with a cost of US30-60 million to conduct such a trial. The probability of making an alternate, nonoptimal decision and choosing testing versus no testing was 32% with current versus future information from the trial. The impact of a nonoptimal decision was US2150andsizeofpopulationimpactedover10yearswas308,000.ThevalueofimprovedinformationonoverallsurvivalwasUS2150 and size of population impacted over 10 years was 308,000. The value of improved information on overall survival was US105 million, quality of life US37millionandtestperformanceUS37 million and test performance US71 million. Conclusion: Conducting a randomized clinical trial of breast cancer tumor markers appears to offer a good societal return on investment. Retrospective analyses to assess test performance and evaluation of patient quality of life using tumor markers may also offer valuable areas of research. However, alternative investments may offer even better returns in investments and, as such, the trial concept deserves further study as part of an overall research-portfolio evaluation.


Table 1 . Patterns of Referral to Cancer Specialists and Treatments, by Stage 
Table 2 . Multivariate Logistical Regression Analysis of Patient and Initial Physician Characteristics With Referrals to Medical Oncologists 
Table 2 . (Continued) 
Referral and Treatment Patterns Among Patients With Stages III and IV Non-Small-Cell Lung Cancer

May 2013

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126 Reads

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62 Citations

Journal of Oncology Practice

Little is known about how referrals to different cancer specialists influence cancer care for non-small-cell lung cancer (NSCLC). Among Medicare enrollees, we identified factors of patients and their primary care physician that were associated with referrals to cancer specialists, and how the types of cancer specialists seen correlated with delivery of guideline-based therapies (GBTs). Data from patients with stages III and IV NSCLC included in the SEER-Medicare database were linked to their physicians in the American Medical Association Masterfile database. Using logistic regression, we (1) identified patient and physician factors that were associated with referrals to cancer specialists (medical oncologists, radiation oncologists, and surgeons); (2) identified the types of referral to cancer specialists that predicted greater likelihood of receiving GBT (per National Comprehensive Cancer Network guidelines). A total of 28,977 patients with NSCLC diagnosed from January 1, 2000 to December 31, 2005 met eligibility criteria. Younger age, white race, higher income, and primary physician specialty other than family practice predicted higher likelihood of referrals to medical oncologists (P < .01 for all predictors). Seeing the three types of cancer specialists predicted higher likelihood of GBT (stage IIIA: odds ratio [OR] = 20.6; P < .001; IIIB: OR = 77.2; P < .001; and IV: OR = 1.2; P = .011), compared with seeing a medical oncologist only. Use of GBTs increased over the study period (42% to 48% from 2000 to 2005; P < .001). Referrals to all types of cancer specialists increased the likelihood of treatment with standard therapies, particularly in stage III patients. However, racial and income disparities still prevent optimal referrals to cancer specialists.


Variation in Prescribing Patterns and Therapeutic Drug Monitoring of Intravenous Busulfan in Pediatric Hematopoietic Cell Transplant Recipients

March 2013

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32 Reads

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38 Citations

Personalizing intravenous (IV) busulfan doses in children using therapeutic drug monitoring (TDM) is an integral component of hematopoietic cell transplant. The authors sought to characterize initial dosing and TDM of IV busulfan, along with factors associated with busulfan clearance, in 729 children who underwent busulfan TDM from December 2005 to December 2008. The initial IV busulfan dose in children weighing ≤12 kg ranged 4.8-fold, with only 19% prescribed the package insert dose of 1.1 mg/kg. In those children weighing >12 kg, the initial dose ranged 5.4-fold, and 79% were prescribed the package insert dose. The initial busulfan dose achieved the target exposure in only 24.3% of children. A wide range of busulfan exposures were targeted for children with the same disease (eg, 39 target busulfan exposures for the 264 children diagnosed with acute myeloid leukemia). Considerable heterogeneity exists regarding when TDM is conducted and the number of pharmacokinetic samples obtained. Busulfan clearance varied by age and dosing frequency but not by underlying disease. The authors- group is currently evaluating how using population pharmacokinetics to optimize initial busulfan dose and TDM (eg, limited sampling schedule in conjunction with maximum a posteriori Bayesian estimation) may affect clinical outcomes in children.


Adverse Events Associated With Bevacizumab and Chemotherapy in Older Patients With Metastatic Colorectal Cancer

December 2012

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25 Reads

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14 Citations

Clinical Colorectal Cancer

Background: The safety of bevacizumab in older mCRC patients is poorly understood. The purpose of this analysis was to determine the prevalence, incidence, and risk factors for treatment-related AEs in older bevacizumab recipients. Patients and methods: Patients age ≥65 were identified from SEER-Medicare and categorized by mCRC diagnosis pre and post bevacizumab approval (2001-2003 vs. 2005-2007). Preexisting conditions known to increase bevacizumab-related AE risk were identified in the year before diagnosis. Factors associated with bevacizumab receipt were identified using logistic regression. Incidence rates for all AEs and specific serious AEs were determined. Risk factors for first AE were determined by competing risks regression. Results: Of 6821 patients, 3282 (48%) were diagnosed in 2005-2007 of whom 19% received first-line bevacizumab. Likelihood of bevacizumab receipt was lower in patients age ≥ 75 (odds ratio [OR], 0.41; 95% confidence interval [CI], 0.36-0.47), nonwhite patients (OR, 0.67; 95% CI, 0.55-0.81), patients with higher comorbidity index (OR, 0.52; 95% CI, 0.43-0.62), and patients with preexisting cerebrovascular disease (OR, 0.49; 95% CI, 0.33-0.73). AE incidence rate was not increased among first-line bevacizumab recipients relative to first-line chemotherapy recipients. In a competing risk regression adjusting for potential confounders, bevacizumab receipt (2005-2007) was not associated with an increased risk of first AE compared with chemotherapy alone (2001-2007) (hazard ratio, 0.97; 95% CI, 0.87-1.08). Conclusion: In an older mCRC population, bevacizumab receipt was less likely in older (age ≥ 75) nonwhite patients with preexisting cerebrovascular comorbidities. First-line bevacizumab was not associated with increased AE incidence or risk of first AE compared with chemotherapy alone.


Is Distance to Provider a Barrier to Care for Medicaid Patients With Breast, Colorectal, or Lung Cancer?

December 2012

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75 Reads

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98 Citations

The Journal of Rural Health

Distance to provider might be an important barrier to timely diagnosis and treatment for cancer patients who qualify for Medicaid coverage. Whether driving time or driving distance is a better indicator of travel burden is also of interest. Driving distances and times from patient residence to primary care provider were calculated for 3,917 breast, colorectal (CRC) and lung cancer Medicaid patients in Washington State from 1997 to 2003 using MapQuest.com. We fitted regression models of stage at diagnosis and time-to-treatment (number of days between diagnosis and surgery) to test the hypothesis that travel burden is associated with timely diagnosis and treatment of cancer. Later stage at diagnosis for breast cancer Medicaid patients is associated with travel burden (OR = 1.488 per 100 driving miles, P= .037 and OR = 1.270 per driving hour, P= .016). Time-to-treatment after diagnosis of CRC is also associated with travel burden (14.57 days per 100 driving miles, P= .002 and 5.86 days per driving hour, P= .018). Although travel burden is associated with timely diagnosis and treatment for some types of cancer, we did not find evidence that driving time was, in general, better at predicting timeliness of cancer diagnosis and treatment than driving distance. More intensive efforts at early detection of breast cancer and early treatment of CRC for Medicaid patients who live in remote areas may be needed.


Citations (77)


... Some evidence suggests that delays in treatment have no effect on outcomes (using a cutoff of 4-6 weeks, adjusted hazard ratios [HRs] of 0.98 and 1.16), 6,7 whereas other studies report increased TTI leading to worse outcomes (eg, stage I NSCLC 5-year survival of 54%-56% vs. 43%-49% with a threshold of 6 or 8 weeks). [8][9][10] More focused analysis has found significant relationships between types of treatments (eg, resection or chemoradiation) 11,12 and diagnostics (eg, imaging for systemic staging) 13 in NSCLC. Conflicting findings on the matter is at least partially owing to recent changes in the management of NSCLC, small study populations included in the reported analyses, and limited follow-up time. ...

Reference:

The Effects of Time to Treatment Initiation for Patients With Non-small-cell Lung Cancer in the United States
Time from diagnosis to treatment initiation in advanced non-small cell lung cancer (NSCLC): Time trends and racial differences
  • Citing Article
  • June 2006

Journal of Clinical Oncology

... Patients with cancer are three times more likely to file for bankruptcy compare to patients with other chronic conditions (24), forcing patients to make life and death decisions based on their financial status. In the PACIFIC trial patients were placed on durvalumab for 12 months or until disease progression. ...

Cancer diagnosis as a risk factor for personal bankruptcy.
  • Citing Article
  • May 2011

Journal of Clinical Oncology

... This hardship includes (1) psychological distress about paying for medical expenses or concerns about inability to work; (2) material challenges including medical debt or a loss in income and productivity; and (3) behavioral coping strategies, including delaying or avoiding medical care due to cost or not adhering to prescription medications [3][4][5]. These consequences are associated with decreased quality of life, increased risk of poor health outcomes, and increased risk of death [6][7][8][9]. ...

Financial Insolvency as a Risk Factor for Early Mortality Among Patients With Cancer
  • Citing Article
  • January 2016

Journal of Clinical Oncology

... [11][12][13][14] Several studies applied the decision theory approach to a health care decision problem. [15][16][17][18][19][20][21][22][23] These studies all focused on superiority trails. In our opinion, the decision theory approach of sample size estimation will be even more valuable for non-inferiority trials, because in the decision theory approach not only the main therapeutic effect, but also costs and other health consequences are taken into account. ...

Is a comparative clinical trial for breast cancer tumor markers to monitor disease recurrence warranted? A value of information analysis
  • Citing Article
  • May 2013

Journal of Comparative Effectiveness Research

... These significant discrepancies in both SUI and ED occur due to a lack of consistent definitions of urinary continence and EF among authors. Certainly, both SUI and ED have a negative impact on overall health, affecting self-image, sexual life, and conjugal harmony [8,9]. ...

Impact of Prostate Cancer on Sexual Relationships: A Longitudinal Perspective on Intimate Partners' Experiences

Journal of Sexual Medicine

... Ultimately, systematic simulation studies are required to make evidence-based statements about the expected power of GAMLSS to detect treatment effects beyond the mean in psychological and educational data. However, based on previously conducted simulation studies in bioinformatics (Ho et al., 2019), genetics (Khondoker et al., 2007;Wahl et al., 2014), health economics (Bohl et al., 2013), and hydrology (Debele et al., 2017;Hecht et al., 2021) suggesting that GAMLSS tends to outperform state-of-the art approaches in the respective fields, we hypothesize that GAMLSS also shows advantages in modeling psychological/educational RCT data. A systematic evaluation of this hypothesis is material for future work. ...

Are generalized additive models for location, scale, and shape an improvement on existing models for estimating skewed and heteroskedastic cost data?
  • Citing Article
  • March 2012

Health Services and Outcomes Research Methodology

... The MMRpro model requires information for each first-and second-degree relative on the age at diagnosis of colorectal cancer, age at diagnosis of endometrial cancer, and current age or age at last follow-up for those unaffected by CRC or EC [ assumed to last two years consistent with previous research [40,41]. The study assumed no decrement associated with testing for MMR mutations, citing expert opinion [42]. The UCSF study assumed a very large disutility of active cancer, a decrement of roughly 0.4 for up to five years [33]. ...

Will knowledge of genetic risk for cancer influence quality of life and screening behavior? Findings from a population-based study
  • Citing Article
  • May 2008

Value in Health

... Research already exists in the private sector on the use of VR for decreasing pain, stress, and anxiety, showing success in a variety of acute care situations. 8,9,[11][12][13][14] Data collected from this project contribute to general knowledge by demonstrating efficacy in multiple veteran patient populations and improving holistic care for veterans. Overall, VR therapy has improved recovery, as well as physiologic and psychological well-being, and expansion throughout cgvamc has continued. ...

A pilot study demonstrating effective virtual reality analgesia in the elderly
  • Citing Article
  • April 2011

Journal of Pain

... Similar results were reported in a study of sarcoma patients in Germany [39]. Some studies carried out in the United States and Europe reported higher financial toxicity for women with breast cancer [17,[40][41][42] as they tend to be younger and more affected by income loss than patients with other common cancers. Additionally, women earn slightly less than men on average. ...

Washington State Cancer Patients Found To Be At Greater Risk For Bankruptcy Than People Without A Cancer Diagnosis

Health Affairs

... In both the curative and palliative settings, a lack of knowledge among physicians about when to refer to radiation oncology (RO) may lead to delays or omission of RT, which can negatively impact patient outcomes [11][12][13][14][15][16][17][18][19]. This lack of knowledge may stem from both the siloed nature of graduate medical education (GME) in the US [20], as well as insufficient teaching during medical school on basic principles of clinical oncology and the effective inclusion of RO as one of the three pillars of multidisciplinary cancer care [21][22][23][24]. ...

Referral and Treatment Patterns Among Patients With Stages III and IV Non-Small-Cell Lung Cancer

Journal of Oncology Practice