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. Author manuscript; available in PMC: 2023 Jun 1.
Published in final edited form as: J Cancer Surviv. 2022 May 17;17(3):595–618. doi: 10.1007/s11764-022-01212-0

Table 1.

Summary of study characteristics (n = 21)

Author, year Sample size Population Cancer type Comorbidities Outcomes Study design

Multiple comorbidities
 Birand, 2019 [33] • 81 • 65.4% female
• Race NR
• Mean age 59.1 (SD 11.34)
• North Cyprus
• Breast
• GI
• Genitourinary
• Gynecology
• Lung
• Lymphoma
• Others
Condition:
• Hyperlipidemia
• Hypertension
• Diabetes
• Asthma
• Hyperthyroid
• Hypothyroidism
• Others
Medication:
• Oral chemotherapies
• Medicines used for chronic illnesses
• All medicines used during chemotherapy cycles
Primary:
• Beliefs about medications (Beliefs about Medicines Questionnaire)
Secondary:
• Morisky Green Levine Test (MGLT) (aka Morisky Medication Adherence Scale) — score of 4 indicated adherence
• Pro
 Calip, 2017 [34] • 2,308 • 100% female
• 87.4% white
• 3.9% AA
• 8.7% Others (Asian, American Indian, unknown)
• Median age 67 (IQR 57–75)
• 1% 18–39 yrs
• 8.6% 40–49 yrs
• 20.6% 50–59 yrs
• 27.7% 60–69 yrs
• 28.1% 70–79 yrs
• 14% ≥ 80 yrs
• USA
• Breast Condition:
• Hypertension
• Diabetes
• Hyperlipidemia
Medication:
• Antihypertensives (angiotensin converting-enzyme inhibitors, beta blockers, calcium channel blockers, diuretics)
• Oral diabetes meds (metformin, sulfonylureas)
• Statins
Primary:
• MPR during the 2nd year post-cancer diagnosis
• Non-adherence defined as MPR <0.80
Secondary:
• NR
• Retro
• Data linkage
 Dashputre, 2019 [35] • CML = 1,378
• CLL/SLL − 1,126
• MM = 3,527
CML:
• 43.9% female
CLL/SLL:
• 34.6% female
MM:
• 44% female
• Race NR
CML:
• Mean age 54.7 (SD 14.8)
CLL/SLL:
• Mean age 67.2 (SD 11.4)
MM:
• Mean age 63.8 (SD 11.0)
• USA
• CML
• CLL/SLL
• MM
Condition:
• Diabetes
• Hypertension
• Hyperlipidemia
**Pre-existing for all
Medication:
• Chronic conditions (anti-diabetic, antihypertensive, lipid-lowering agent)
• Oral oncolytics
Primary:
• PDC ≥ 80% (changed to 85%, 90% in sensitivity analyses)
Secondary:
• NR
• Retro
 Drzayich Antol, 2018 [36] • 1,847
• (524 w/ CRC, 623 w/ lung, 700 w/ breast)
• 66.8% female
• 84.9% white
• 13.0% non-white
• 0.3% unknown
**Only reported for 1,624 Medicare pts
• Mean age 69.2 (SD 9.2)
• USA
• Breast
• Lung
• CRC
**All metastatic
Condition:
• Ischemia
• CVD
• Hypertension
• Diabetes
• Others (anemia, anxiety, depression, renal disease, pneumonia)
Medication:
• NR
Primary:
• 8-item Morisky Medication Adherence Scale (MMAS)
Secondary:
• Unhealthy days
• Cross-sect
• Retro
 Santorelli, 2016 [37] • 298 (BC + diabetes) and 1,192 comparators
• 508 (B + lipid disorder) and 2,032 comparators
• 1,062 (BC + HTN) and 4,282 comparators
• 100% female
BC + DM:
• 73.2% white
• 12.4% black
• 14.4% others
BC + lipid:
• 87.8% white
• 5.7% black
• 6.5% other
BC + HTN:
• 83.7% white
• 8.8% black
• 7.5% others
BC + DM:
• 24.8% 66–69 yrs
• 28.2% 70–74 yrs
• 23.5% 75–79 yrs
• 14.1% 80–84 yrs
• 9.4% 85 + yrs
BC + lipid:
• 23.2% 66–69 yrs
• 26.4% 70–74 yrs
• 23% 75–79 yrs
• 16.3% 80–84 yrs
• 11% 85 + yrs
BC + HTN:
• 20% 66–69 yrs
• 25.9% 70–74 yrs
• 21.6% 75–79 yrs
• 17.4% 80–84 yrs
• 15.2% 85 + yrs
• USA
• Breast Condition:
• Diabetes
• Lipid disorders
• Hypertension
Medication:
• All oral diabetes meds. (excluded those on insulin)
• Any antihypertensive
• Statins
Primary:
• PDC (non-adherent < 80%; changed to 70% and 90% in sensitivity analysis)
• Persistence (largest # of consecutive days w/o coverage by med. class → 26 days for hypertension and diabetes; 62 days for lipids)
Secondary:
• NR
• Retro
 Yang, 2016 [38] • 36,149 • 100% female
• Race NR
• 13.6% 18–54 yrs
• 34.1% 55–64 yrs
• 52.4% ≥ 65 yrs
• USA
• Early stage breast cancer (ESBC) Condition:
• Hypertension
• Hyperlipidemia
• Diabetes
• Thyroid disease
• GERD
• Osteoporosis
Medication:
• Hypertension (diuretics, CA channel blocker, beta-blocker, ACE inhibitor, angiotensin-II receptor blocker, alpha blocker, alpha-2 receptor agonist, peripheral adrenergic inhibitor)
• Hyperlipidemia (anti-hyperlipidemic agent, bile acid sequestrants, cholesterol absorption inhibitors, fibric acid derv., PCSK9 inhibitors, statins)
• Diabetes (insulin, alpha-glucosidase inhibitors, amylin analogs, incretin mimetics, meglitinides, non/sulfonylurea, SGLT-2 inhibitors, thiazolidinediones)
Primary:
• MPR ≥ 80%
• Compared change in adherence pre/post cancer treatment (20% decline considered sig. change)
Secondary:
• NR
• Retro
 Zhou, 2019 [39] • 25,381 (23,349 chemo only [reference grp], 1382 autologous HCT, 650 allogeneic HCT) Chemo:
• 47.1% female
Auto HCT:
• 39.4% female
Allo HCT:
• 42.5% female
• Race NR
Chemo:
• Mean age 50.3 (SD 11.8)
Auto HCT:
• Mean age 54.2 (SD 8.4)
Allo HCT:
• Mean age 50 (SD 11.7)
• USA
• Blood cancer Condition:
• Diabetes
• Hypertension
• Dyslipidemia
Medication:
• NR
Primary:
• Medication discontinuation (treatment gap ≥60 days)
• Medication adherence (PDC ≥ 0.80)
Secondary:
• NR
• Retro
Diabetes
 Calip, 2015 [40] • 509 (of 516 treated with oral diabetes medications) • 100% female
• 82% white
• 5.0% AA
• 13% others (Asian, American Indian/Alaska native, unknown)
**Reported for 516 pts
• Median age at BC diagnosis = 65
• Median age at BC diagnosis = 643 (IQR 11.4)
**2nd measure is for 516 pts
• USA
• Breast Condition:
• Diabetes
Medication:
• Oral diabetes medications
Primary:
• MPR; % adherent (MPR ≥ 0.80)
• Discontinuation rates (gap ≥ 90 days btw. end of previous supply and subsequent medication)
Secondary:
• HbA1C
• Retro
 James, 2018 [41] • 56 • 52% female
• 40% White
• 27% Black
• 32% Other (Asian, other races)
• Mean age 62.2 (SD 9.2)
• USA
• Prostate
• Breast
• Lung
• CRC
Condition:
• Diabetes
Medication:
• Oral hypoglycemic agents
Primary:
• Diabetes self-management behaviors, including self-reported medication adherence
• 8-item Morisky Medication Adherence Scale (MMAS); non-adherence defined as a positive answer to > 2 questions on the MMAS
Secondary:
• Other DM self-mgt. behaviors (Summary of Diabetes Self-care Activities)
• Pro
 Letinier, 2018 [42] • 13,943 (654 w/cancer; 13,289 w/o cancer) Cancer:
• 34.9% female
Non-cancer:
• 49.6% female
• Race NR
Cancer:
• Mean age 66.3 (SD 10.1)
Non-cancer:
• Mean age 59.3 (SD 14.2)
• France
Main analysis:
• All
Secondary analysis:
• CRC
• Pulmonary
• Prostate
• Breast
• Others
Condition:
• Diabetes
Medication:
• Biguanides
• Sulfonylureas
• Sulfonamide
• Alpha glucosidases inhibitors
• Thiazolidinediones
• Dipeptidyl peptidase 4 (DPP-4) inhibitors
• Other diabetes medicines
• Combinations of the above
Primary:
• Medication persistence — nonpersistent at occurrence of first OAD discontinuation (refill gaps of 90 days; 60 days in sensitivity analysis)
• Sensitivity analysis where pts. taking insulin were excluded
Secondary:
• NR
• Retro
 Stuart, 2015 [43] • 4,348 pre-exiting diabetes with cancer
• 28,507 controls (diabetics without cancer)
Cancer:
• 61.9% female
Non-cancer:
• 66.9% female
Cancer:
• 78% white
• 13.5% black
• 8.4% others (including Hispanics)
Non-cancer:
• 74.7% white
• 14.9% black
• 10.4% others (including Hispanics)
Cancer:
• 13.3% <65 yrs
• 17.7% 65–69 yrs
• 20.4% 70–74 yrs
• 21.1% 75–79 yrs
• 15.8% 80–84 yrs
• 11.6% > 84 yrs
Non-cancer:
• 24% < 65 yrs
• 17.7% 65–69 yrs
• 18.5% 70–74 yrs
• 17.3% 75–79 yrs
• 12.3% 80–84 yrs
• 10.2% > 84 yrs
• USA
• New cancer diagnosis Condition:
• Diabetes
Medication:
• Oral hypoglycemic agents (OHAs)
• Renin–angiotensin–aldosterone system inhibitors (RAAS-I)
• Statins
Primary:
• PDC (6 months pre/post diagnosis/index date)
Secondary:
• NR
• Retro
 Tan, 2016 [44] • 1,918 (cancer and diabetes)
• 1,918 matched non-cancer controls
• 56.5% female
• Race NR
• Mean age 56.7 (SD NR)
• 28.4% 18–54 years
• 42.1% 55–60 yrs
• 29.5% 61–64 yrs
• USA
• Breast
• Prostate
• Colon
• Lung
Condition:
• Diabetes
Medication:
• Oral anti-diabetic (sulfonylureas, thiazolidinediones [TZD], metformin, dipeptidyl peptidase 4 [DPP-4] inhibitors
Primary:
• Adherence to oral antidiabetic medications among different regimens and cancer types and cancers cases and matched cancer-free controls
• Assessed using MPR (for each patient & each drug class)
• 0.8 ≤ MPR ≤ 1 is adherent
Secondary:
• All-cause hospitalization and ER visits
• Total medical costs (inpatient, outpatient, emergency room)
• Retro
• Data linkage
 Zanders, 2015 [45] • 3,281 cancer patients
• 12,891 controls w/o cancer
Cancer:
• 44% female
Control:
• 44% female
• Race NR
Cancer:
• mean age 67.7 (SD 9.8)
Control:
• mean age 67.5 (SD 9.7)
**Age at first diabetes drug dispensing
• Netherlands
• Any cancer (except nonmelanoma skin)
6 most frequent:
• Colorectal
• Other GI (esophageal, stomach, pancreas, liver)
• Prostate
• Breast
• Pulmonary
• Urinary
Condition:
• Diabetes
Medication:
• Anti-diabetic/glucose lowering drug (metformin monotherapy, sulfonylurea monotherapy, any insulin and others)
Primary:
• Change in MPR associated with cancer diagnosis (calculated every month)
Secondary:
• NR
• Retro
• Data linkage
Hyperlipidemia
 Banegas, 2018 [46] • 10,177 • 39.1% female
• 63.8% White, non-Hispanic
• 9.2% AA, non-Hispanic
• 21% others (Hispanic, non-Hispanic Asian, Native American, multirace, unknown)
• 5.8% < 55 yrs
• 26.4% 55–64 yrs
• 42% 65–74 yrs
• 25.8% 75 + yrs
• USA
• Breast
• CRC
• Prostate
Condition:
• NR
Medication:
• Statins (prevalent users)
Primary:
• PDC during 4 periods (12–24 months before cancer dx, 0–11 months before cancer dx, month of cancer to 11 months after cancer dx, and 12–24 months after cancer dx)
• PDC ≥ 0.80 → adherent; 0.20–0.79 → partially adherent; <0.20 → non-adherent
Secondary:
• PDC during the same periods by race and ethnicity
• Retro
 Calip, 2013 [47] • 1,393 (with ≥ 1 statin medication prior to cancer dx) • 100% female
• 86.8% white
• 3.8% AA
• 9.8% others (Asian, American Indian, unknown)
• Mean age 62.4 (SD 11.0)
• USA
• Breast Condition:
• Hyperlipidemia
Medication:
• Statins (prevalent users)
Primary:
• MPR ≥ 80% (adherent)
• Discontinuation rates (gap ≥ 90 days btw, supplies)
Secondary:
• LDL, HDL levels
• Retro
 Feng, 2021 [48] • 20,046 (breast cancer)
• 11,719 (colorectal cancer)
• 6,430 (melanoma)
• 100% female9
Breast cancer:
• Mean age of 70.1
Colorectal cancer:
• Mean age of 73.6
Melanoma:
• Mean age of 71.9
• Australia
• Race NR
• Breast
• CRC
• Melanoma
Condition:
• Hyperlipidemia
Medication:
• Lipid lowering medications (primarily statins)
Primary:
• Breast cancer mortality
• CRC mortality
• Melanoma mortality
• Any cancer mortality
• Non-cancer mortality
• All-cause mortality
Secondary:
• NR
• Retro
• Data linkage
Hypertension
 Jeong, 2015 [49] • 56 breast cancer survivors
• 280 non-cancer controls
• 100% female
**Both cohorts
• Race NR
Cancer:
• Mean age 65.7 (SD 1.7)
Cancer:
• Mean age 65.7 (SD 1.7)
**After PSM
• Korea
• Breast Condition:
• Hypertension
Medication:
• Antihypertensive
Primary:
• Antihypertensive medication use was measured by monthly frequency
• Good adherence defined as daily medication
Secondary:
• Health behaviors (alcohol consumption, smoking, diet control, physical activity)
• Retro
• Cross-sect
 Jo, 2015 [50] • 480 in final analysis (80 cancer; 400 non-cancer)
• **After PSM
Cancer:
• 38.4% female
Non-cancer:
• 38% female
• Race NR
Cancer:
• Mean age 69.2 (SD 1.26)
Non-cancer:
• Mean age 69.0 (SD 1.46)
• Korea
• Gastric Condition:
• Hypertension
Medication:
Antihypertensive
Primary:
• Antihypertensive medication was measured by frequency (per month)
• Good adherence was daily medication; levels below this were not sufficient adherence
Secondary:
• Health behaviors (alcohol consumption, smoking, diet control, physical activity)
• Retro
 Shin, 2010 [51] • 2,455,193 (include 12,636 cancer survivors) Cancer:
• 55.1% female
General pop:
• 57.8% female
• Race NR
Cancer:
• 0.7% 20–39 yrs
• 6.7% 40–49 yrs
• 20.8% 50–59 yrs
• 36.1% 60–69 yrs. 4
• 35.7% >/ = 70 yrs
General Pop:
• 2.9% 20–39 yrs
• 13.7% 40–49 yrs
• 26.6% 50–59 yrs
• 31.2% 60–69 yrs
• 25.6% >/ = 70 yrs
• Korea
• Oral cavity and pharynx
• Esophagus
• Stomach
• CRC
• Liver
• Gallbladder
• Pancreas
• Larynx
• Lung
• Melanoma
• Breast
• Cervix uteri
• Corpus uteri
• Ovary
• Prostate
• Testis
• Kidney
• Bladder
• Brain and CNS
• Thyroid
• Hodgkin’s lymphoma
• NHL
• MM
• Leukemia
Condition:
• Hypertension
Medication:
• Antihypertensive
Primary:
• CMA scale (% of days patient has pills available — calculated by dividing total number of days of medication dispensed (excluding the final prescription) by total number of days between the 1 st and last prescriptions)
• CMA reported as continuous (median and IQR and proportion) appropriate adherence = cumulative medication adherence 80 + %
Secondary:
• NR
• Retro
• Data linkage
 Shin, 2012 [52] • 1,956 cancer patients (include 385 w/ HTN)
• 1,124 comparison group w/HTN & w/o cancer)
Cancer:
• 48.8% female
General pop:
• 56.1% female
• Race NR
Cancer:
• Mean age 65.2 (SD 8.9)
General pop:
• Mean age 59.9 (SD 12.2)
• Korea
• Stomach
• Lung
• CRC
• Breast
• Others (includes all other types of cancer)
Condition:
• Hypertension
Medication:
Antihypertensive
Primary:
• Questionnaires in relation to anti-hypertensive medication adherence
Secondary:
• Questionnaires in relation to frequency BP monitoring and perceived BP control
• Cross-sect
Other CVD-related risk factors
 Cheung, 2013 [53] • 1,119 cancer survivors (CS)
• 7,886 propensity score-matched non-cancer patients (NCP)
Cancer:
• 65% female
Non-cancer:
• 67% female
Cancer:
• 92% white
Non-cancer:
• 91% white
Cancer:
• Mean 80.6 (SD 6.9)
Non-cancer:
• Mean 80.5 (SD 7.2)
• USA
• Cancer survivors Condition:
• Secondary prevention of myocardial infarction (MI)
Medication:
• Statins
• Beta-blockers
• Angiotensin-converting enzyme inhibitors (ACEIs)
• Angiotensin-II receptor blockers (ARBs)
Primary:
• PDC
Secondary:
• Receipt of revascularization procedures
• Retro
• Data linkage

Abbreviations:aOR adjusted odds ratio; CI confidence interval; CLL chronic lymphocytic leukemia; CML chronic myeloid leukemia; CNS central nervous system; CRC colorectal cancer; CVD cardiovascular disease; D-in-D difference in difference; GERD gastroesophageal reflux disease; GI gastrointestinal; OR odds ratio; MM multiple myeloma; MPR medication possession ratio; NHL non-Hodgkin lymphoma; NR not reported; PDC proportion of days covered; Pro prospective; PSM propensity score matching; Retro retrospective; SLL small lymphocytic leukemia