Prevalence of Primary Liver Cancer is Affected by Place of Birth in Hispanic People Residing in the United States: All of Us Research Program Report

Abstract

Background

Hispanic individuals have a disproportionately higher incidence and mortality for stomach, cervix, and liver cancers compared to Non-Hispanic White people. Since disparities in cancer incidence are influenced by multiple factors including immigration, elucidating the effect of birthplace and exposure to risk factors on the prevalence of these cancers is crucial for identifying high-risk populations and target risk reduction interventions.

Methods

The National Institutes of Health All of Us Research Program is a prospective, multidimensional biomedical data resource of underrepresented, minoritized people. The Registered Tier Dataset v5 was utilized to evaluate the prevalence and risk of stomach, cervix, and liver cancers among United States (US) born and non-US born Hispanic participants.

Results

Of over 434 000 current participants, 60 540 are Hispanic; 30 803 (50.9%) reported being US born and 29 294 (48.4%) non-US born. Non-US born Hispanic participants had significantly higher prevalence (.39% vs .21%, P < .001) and associated risk (OR 1.84, 95% CI 1.29-2.64, P < .001) of liver cancer, and trend towards higher prevalence of stomach (.14% vs .09%, P = .076) and cervix cancers (.27% vs .20%, P = .083) compared to US born counterparts. US born Hispanic patients with these 3 cancers were significantly younger than non-US born cohort (mean age 56.8 vs 61.7 years, P < .001).

Discussion

This is the first report using All of Us data to show that non-US born Hispanic participants have a higher risk of liver cancer compared to US born participants. Further analyses, including genomic studies, are necessary to understand these differences and identify targets for risk reduction interventions.

Keywords

All of Us Research Program gastric cancer liver cancer cervical cancer Hispanic population

Key Takeaways

Hispanic individuals born outside of the US had significantly higher prevalence and risk of primary liver cancer compared to US born counterparts.

US born Hispanic patients with stomach, cervix, and liver cancers were significantly younger than non-US born Hispanic patients.

Introduction

The Hispanic population is the second largest group in the United States (US) after non-Hispanic White (NHW) people.¹ Hispanic individuals accounted for 18.5% of the US population in 2019 and are predicted to reach 28% or 111 million people by 2060 according to US Census Bureau² data. Hence, health disparities that affect this group are a major public health issue.

Worldwide, cancer is the leading cause of death in Hispanic people, even though the leading cause of death in the US and among NHW people is heart disease.³ Although the incidence and mortality rates of common cancers such as colorectal, lung, and breast are lower among Hispanic individuals, they have a higher incidence of infection-related cancers, namely, stomach, cervix, and liver compared to NHW individuals.³ Several risk factors such as lifestyle, socioeconomic status, access to health care, and exposures have been associated with higher incidence. However, there is paucity of studies that evaluate the interplay of sociocultural, socioeconomic, behavioral, and biologic risk factors on the overall incidence and outcomes of these cancers. Thus far, information regarding cancer risk among the Hispanic population and ethnic subgroups have been mostly derived from large retrospective, cancer registry studies which typically describe factors associated with risk rather than causation. Genomic studies utilizing large datasets such as The Cancer Genome Atlas (TCGA) lack representation of minoritized groups, particularly Hispanic patients.^4,5 Nevertheless, to design meaningful interventions to reduce cancer risk, a multidimensional risk assessment based on a comprehensive database along with genomic data that encompasses diverse, underrepresented groups is essential.

The All of Us Research Program, funded by the National Institutes of Health (NIH), is a rich biomedical database that includes persons from underrepresented demographic categories in biomedical research. The program collects data on race, ethnicity, age, sex, gender, sexual orientation, disability status, access to care, income, educational attainment, and geographic location. Thus, this database captures medical data related to diseases, as well as environmental, social, economic, and genomic components of health. Adults (≥18 years old) can enroll, including healthy participants. Data from surveys, electronic health records (EHR), physical measurements, biosamples, and wearable devices are collected from the participants and stored on a common cloud environment online for researchers to access. Enrollment opened in May 2018 with plans to enroll at least 1 million people.⁶ Currently, the program has over 434 000 participants and is an excellent resource to study multidimensional risk in minoritized people.

Since Hispanic people in the US represent US and non-US born individuals, the influence of birthplace on the multidimensional risk of these cancers needs to be further studied. Therefore, we aimed to evaluate the impact of birthplace and exposure to known risk factors among the Hispanic population using the All of Us database. This study provides an initial step to understand the multidimensional risk of highly prevalent cancers among Hispanic people and identify a specific “at-risk” group to target screening efforts and interventions.

Methods

We performed a retrospective study using the All of Us Registered Tier Dataset v5 (May 2018 to November 2021). Hispanic participants ≥18 years old with primary stomach, uterine cervix, or liver cancers were included using Systematized Nomenclature of Medicine (SNOMED) diagnosis codes (Appendix A). Participants with secondary malignancies of the liver, neuroendocrine tumors and lymphomas were excluded (Appendix A). The primary outcomes were the prevalence and risk of stomach, cervix, and liver cancers among Hispanic participants based on birthplace.

Demographic variables including age, gender, education level, socioeconomic status, insurance status, and comorbidities were collected. Survey data from the following questions “what is the highest grade or year of school you completed,” “what is your current employment status,” “what is your annual household income from all sources,” and “are you covered by health insurance or some other kind of health care plan” were used to understand level of formal education completed, socioeconomic status, and insurance, respectively. Smoking was also determined from the survey question “do you now smoke cigarettes every day, some days or not at all?” Participants who answered yes to smoking every day and some days were included in the smoking variable. Alcohol use was similarly determined by the survey question “on a typical day when you drink, how many drinks do you have?” Participants who answered to drinking 3-4 drinks/day or more were counted in the alcohol use variable. Comorbidities including obesity (BMI ≥ 30), diabetes (SNOMED 73211009), hypertension (SNOMED 38341003), cirrhosis (SNOMED 19943007), Helicobacter pylori (H. pylori) (SNOMED 721730009), human papillomavirus (HPV) (SNOMED 720005005), and hepatitis (SNOMED 235862008) were also analyzed.

Univariate logistic regression analyses were performed for stomach, cervix and liver cancers separately with the following variables for all 3 cancers: age (1 year increase in age), gender, birthplace, obesity, income level, unemployment, education, and insurance. Additionally, cirrhosis and hepatitis for liver cancer, and HPV and HIV for cervix cancer were included. Multivariable logistic regression analysis was performed after excluding the factors that were not significant on univariate analysis (insurance, education, income, and employment). Smoking and alcohol use were also not included in the analysis due to a large number of missing data.

Categorical data was reported as percentages and analyzed using chi-square test. Continuous variables were reported as means with standard deviations and analyzed with two-sample t-test. Results from the multivariable logistic regression analysis were reported as odds ratio (OR) with 95% confidence interval (CI). Statistical significance was set at P-value < .05. All analysis was completed in the Jupyter notebook using R.

Results

Demographics of US Born and Non-US Born Hispanic Participants

Of the 60 540 currently enrolled Hispanic participants in the All of Us Research Program, 30 803 (50.9%) reported being born in the US while 29 294 (48.4%) reported being born outside of the US. US born Hispanic participants were significantly younger than their non-US born counterparts (mean age 42.7 vs 52.1 years, P < .001), as were US born Hispanic patients with stomach, cervix, and liver cancers (mean age 56.8 vs 61.7 years old, P < .001). Additionally, US born Hispanic participants had higher rates of post-secondary education (55.6% vs 37.9%, P < .001), insurance (89.3% vs 79.0%, P < .001), and employment (52.4% vs 47.1%, P < .001) compared to non-US born Hispanic participants. The US born group also had higher rates of smoking (18.1% vs 8.6%, P < .001) and alcohol use (25.4% vs 16.4%) than the non-US born group (Table 1).

Table 1.

Demographics of US Born and Non-US Born Hispanic Participants.

Characteristic	US born (n = 30 803)	Non-US born (n = 29 294)	P-value
Age, mean (standard deviation)	42.7 (15.2)	52.1 (14.9)	<.001
Female, n (%)	19 498 (63.9%)	20 800 (71.0%)	<.001
Education, n (%)
High school degree or below	12 971 (42.1%)	17 348 (59.2%)	<.001
College degree or above	17 128 (55.6%)	11 097 (37.9)	<.001
Insured, n (%)	27 502 (89.3%)	23 147 (79.0%)	<.001
Employed, n (%)	16 149 (52.4%)	13 787 (47.1%)	<.001
Lowest income quintile, n (%)	10 429 (33.9%)	9382 (32.0%)	<.001
Smoking, n (%)	5583 (18.1%)	2533 (8.6%)	<.001
Alcohol, n (%)	7821 (25.4%)	4791 (16.4%)	<.001
Comorbidities, n (%)
Diabetes	4356 (14.1%)	5892 (20.1%)	<.001
Hypertension	6846 (22.2%)	8919 (30.4%)	<.001
Cirrhosis	535 (1.7%)	474 (1.6%)	.26
Obesity	13 146 (42.7%)	12 112 (41.3%)	<.001
Helicobacter pylori	<20 (<1.0%)	<20 (<1.0%)	>.05
HPV	1100 (3.6%)	1574 (5.4%)	<.001
Hepatitis	1091 (3.5%)	675 (2.3%)	<.001

When we analyzed comorbidities among Hispanic participants, non-US born participants had significantly higher rates of diabetes (20.1% vs 14.1%, P < .001) and hypertension (30.4% vs 22.2%, P < .001) but lower rates of obesity (41.3 vs 42.7%, P < .001) compared to the US born group. There was no significant difference in the rate of cirrhosis (1.6% vs 1.7%, P = .26) between the 2 groups (Table 1).

As stomach, cervix, and liver cancers are related to H. pylori, HPV, and hepatitis, respectively, we also analyzed the rates of these infections among Hispanic participants. There were less than 20 participants with H. pylori reported in both US born and non-US born groups. Non-US born Hispanic participants had significantly higher rates of HPV (5.4 vs 3.6%, P < .001) but lower rates of hepatitis (2.3% vs 3.5%, P < .001) than US born Hispanic participants (Table 1).

Prevalence and Risk of Stomach, Cervix and Liver Cancer Among US Born and Non-US Born Hispanic Patients

Next, we investigated the prevalence of stomach, cervix and liver cancers among Hispanic participants. The prevalence of liver cancer in non-US born Hispanic participants was almost 2-fold higher than in US born participants (.39% vs .21%, P < .001). The prevalence of stomach (.14% vs .09%, P = .076) and cervix (.27% vs .20%, P = .083) also trended higher in Hispanic participants born outside of the US compared to those born in the US but was not statistically significant (Supplemental Table).

On multivariate logistic regression analysis, birthplace outside of US was associated with increased risk of liver cancer (OR 1.84, 95% CI 1.29-2.64, P < .001) but not stomach (OR .98, 95% CI .60-1.60, P = .93) or cervix cancers (OR 1.02, 95% CI .71-1.46, P = .93). Increased age was associated with increased risk for all three cancers (stomach: OR 1.06, 95% CI 1.04-1.08, P < .001; cervix: OR 1.03, 95% CI 1.02-1.04, P < .001; liver: OR 1.05, 95% CI 1.03-1.06, P < .001) (Table 2, Table 3, and Table 4).

Table 2.

Multivariable Logistic Regression Analysis of Risk Factors for Stomach Cancer Among Hispanic Participants.

Variable	OR	95% CI	P-value
Born outside of US	.98	.6-1.6	.93
Age	1.06	1.04-1.08	<.001
Female	1.06	.7-1.79	.75

Table 3.

Multivariable Logistic Regression Analysis of Risk Factors for Cervix Cancer Among Hispanic Participants.

Variable	OR	95% CI	P-value
Born outside of US	1.02	.71-1.46	.93
Age	1.03	1.02-1.04	<.001
HPV	5.49	3.64-8.27	<.001
HIV	1.68	.72-3.91	.23
Obesity	1.33	.95-1.88	.099

Table 4.

Multivariable Logistic Regression Analysis of Risk Factors for Liver Cancer Among Hispanic Participants.

Variable	OR	95% CI	P-value
Born outside of US	1.84	1.29-2.64	<.001
Age	1.05	1.03-1.06	<.001
Female	.78	.56-1.09	.15
Cirrhosis	55.9	36.6-85.5	<.001
Hepatitis	3.43	2.30-5.13	<.001
Obesity	1.11	.8-1.54	.52

Risk Factors for Liver Cancer Among US Born and Non-US Born Hispanic Patients

Analysis of rates of risk factors (diabetes, cirrhosis, smoking, alcohol, hepatitis, and obesity) for Hispanic patients with liver cancer showed a significantly higher rate of obesity in the US born group compared to the non-US born group (54.7% vs 38.9%, P = .043). In addition to birthplace, cirrhosis (OR 55.9, 95% CI 36.6-85.5, P < .001) and hepatitis (OR 3.43, 95% CI 2.30-5.13, P < .001) were independent risk factors for liver cancer among Hispanic participants based on multivariate logistic regression analysis (Table 4).

Discussion

Although Hispanic men and women have a lower incidence and mortality rates for all cancers combined, they have a disproportionately higher incidence of infection-related cancers with 2-fold higher incidence of stomach and liver cancers compared to NHW people and 38% higher incidence of cervix cancers compared to NHW women.^3,7 Risk of stomach, cervix, and liver cancers, is greatly influenced by factors such as lifestyle, socioeconomic status, exposure to infectious agents, access to health care, and screening. Studies to evaluate this disparate incidence should focus on the interplay of multiple interdependent factors that ultimately influence genetic and epigenetic changes and cancer risk.

Our study investigating the prevalence and risk of stomach, cervix, and liver cancers among Hispanic participants in the All of Us Research Program based on birthplace is an attempt to understand the prevalence and causality of risk factors. We observed that non-US born Hispanic participants have a significantly higher risk of liver cancer (OR 1.84, 95% CI 1.29-2.64) compared to US born Hispanic participants. This observation differs from some of the previously published reports that have reported higher incidence of hepatocellular carcinoma (HCC) in US born Hispanic men.^8-10 A California-based, multi-ethnic cohort study of nearly 37 000 Hispanic individuals and 189 incident cases of HCC, reported the incidence rate of HCC was twice as high in US born vs non-US born Hispanic men (44.7 vs 23.1), but comparable in women (14.5 vs 13.4).¹⁰ We did not analyze prevalence by sex in our study because two-thirds of the Hispanic participants are women. Our data may also differ from observations from specific geographic regions because the All of Us database represents participants from the entire US. Birthplace did not significantly influence the prevalence of stomach and cervix cancers, perhaps due to low numbers of patients with these cancers in this study.

We observed US born Hispanic patients with stomach, cervix, and liver cancers were significantly younger than non-US born patients. Younger age at diagnosis for these 3 cancers in Hispanic patients compared to NHW patients have been reported previously.^8,11,12 Studies have suggested that interplay between environmental influences and biologic susceptibility may contribute to the earlier onset of cancers among Mexican Americans.^13,14 However, we do recognize our initial cohort of US born Hispanic participants was younger than non-US born Hispanic participants, which could also partially explain this age difference we observed among Hispanic patients.

It is also important to note that non-US born Hispanic participants in our study are more disadvantaged than US born Hispanic participants as evidenced by lower rates of post-secondary education, insurance and employment. Unfortunately, lower socioeconomic status has been reported to result in poor access to high-quality care, lower screening rates, delays in treatment, and low treatment adherence.¹³ These socioeconomic differences may be contributing to the higher prevalence rates of stomach, cervix and liver cancer we observed among non-US born Hispanic participants compared to US born.

Since the most common etiologies of HCC are metabolic diseases (non-alcoholic fatty liver disease, obesity, hyperlipidemia, and metabolic syndrome), alcoholic liver disease, and Hepatitis B (HBV) and C virus (HCV) infections, the incidence of these risk factors was further evaluated. Similar to previously published reports, we observed higher rates of obesity in US born Hispanic patients. Hispanic people from different geographic regions such as Puerto Rico, Mexico, and Cuba have different liver cancer risks.¹⁵ In a study using the Florida cancer registry that disaggregated immigrant Hispanic people using a Hispanic origin identification algorithm, Puerto Rican people had the highest rate of liver cancer compared to Hispanic individuals from Mexico and Cuba.¹⁶ A subsequent study that described the association between HCC etiology and race and ethnicity reported that Puerto Rican men had high rates of alcohol liver disease HCC, while Afro-Caribbean and continental Hispanic men had high rates of HBV-HCC and metabolic HCC, respectively.¹⁷ The exact birthplace for non-US born Hispanic participants was not available in the All of Us database, and hence disaggregation of Hispanic participants into subgroups was not possible and is a major weakness in the dataset.

Development of HCC is a multistep process with the accumulation of genetic and epigenetic changes that result in activation of oncogenes and inactivation of tumor suppressor genes. Particularly, epigenetic silencing of tumor suppressor genes by promoter hypermethylation or histone deacetylation plays an important role in carcinogenesis.¹⁸ The most common somatic mutations in HCC occur in TERT promoter and CNNB1 and TP53 genes.¹⁹ A genome wide association study using TCGA showed a higher rate of TP53 mutations (70%) in Black/African American patients compared to Caucasian patients (22.6%) and harboring deleterious TP53 mutations was associated with decreased overall and disease-free survival.⁵ However, of the 373 patients included in this TCGA study, Asian and Caucasian patients represented 95% of the study cohort and there were no Hispanic patients.

For our future studies, we plan to use the upcoming genomic data in the All of Us database to study genetic changes associated with cancer risk. Although we found an increased prevalence and risk of liver cancers in non-US born Hispanic participants, they actually had significantly lower rates of certain risk factors for liver cancer including smoking, alcohol, obesity, and hepatitis compared to US born Hispanic participants. This suggests genetic predisposition and epigenetic modifications are also contributing factors to the prevalence of liver cancers and genomic studies need to be completed.

There are several limitation to our study, including missing, miscoding, or underreporting of data. Additionally, we cannot study Hispanic participants based on country-of-origin because this information is not available. Furthermore, over two-thirds of the participants were female; hence, the impact of sex on stomach and liver cancer risk could not be analyzed. Despite these limitations, our study is strengthened by the representation of Hispanic participants in the All of Us Research Program.

In summary, we have started a multidimensional risk assessment of highly prevalent cancers among Hispanic participants in the All of Us Research Program and have identified Hispanic people born outside of the US as a high-risk population for liver cancer. Further work aimed at investigating genetic and epigenetic contributions to cancer risk in Hispanic people needs to be completed to better understand the differences between those born in the US and outside of the US, with the ultimate goal to focus screening efforts and target risk reduction interventions to those at highest risk.

Supplemental Material

Supplemental Material - Prevalence of Primary Liver Cancer is Affected by Place of Birth in Hispanic People Residing in the United States: All of Us Research Program Report

Supplemental Material for Prevalence of Primary Liver Cancer is Affected by Place of Birth in Hispanic People Residing in the United States: All of Us Research Program Report by Jingjing Yu, MD, Brittany G. Sullivan, MD, Girish N. Senthil, Amber Gonda, PhD, Farideh Dehkordi-Vakil, PhD, Belinda Campos, PhD, Farshid Dayyani, MD, and Maheswari Senthil, MD in The American Surgeon

Footnotes

Acknowledgments

The authors would like to thank all the participants of the All of Us Research Program. We would also like to thank Dr Hoda Anton-Culver and others who are a part of the All of Us Research Program at the University of California, Irvine. The All of Us Research Program is supported by the National Institutes of Health.

Declaration of Conflicting Interests

The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Funding

The author(s) received no financial support for the research, authorship, and/or publication of this article.

ORCID iD

Jingjing Yu, MD

Supplemental Material

Supplemental material for this article is available online.

Appendix

	SNOMED Code	Diagnosis
Gastric Cancer
Included:	363349007	Malignant tumor of stomach
	408647009	Adenocarcinoma of stomach
	276809004	Early gastric cancer
	447785000	Leiomyosarcoma of stomach
	187742008	Malignant tumor of body of stomach
	93717002	Primary malignant neoplasm of body of stomach
	187732006	Malignant tumor of cardia
	187734007	Malignant neoplasm of cardio-esophageal junction of stomach
	93738008	Primary malignant neoplasm of cardia of stomach
	254553001	Carcinoma of cardia
	187741001	Malignant tumor of fundus of stomach
	93809003	Primary malignant neoplasm of fundus of stomach
	269460009	Malignant tumor of greater curve of stomach
	93818001	Primary malignant neoplasm of greater curvature of stomach
	269459004	Malignant tumor of lesser curve of stomach
	93867004	Primary malignant neoplasm of lesser curvature of stomach
	187740000	Malignant tumor of pyloric antrum
	93976007	Primary malignant neoplasm of pyloric antrum
	187736009	Malignant tumor of pylorus
	93977003	Primary malignant neoplasm of pylorus
	372014001	Primary malignant neoplasm of stomach
	372143007	Carcinoma of stomach
Excluded:	721634009	Primary malignant neuroendocrine neoplasm of stomach
	709830006	Malignant carcinoid tumor of stomach
	276811008	Gastric lymphoma
Cervical Cancer
Included:	363354003	Malignant tumor of cervix
	254887002	Adenocarcinoma of cervix
	184781000119102	Priamry adenocarcinoma of cervix uteri
	254888007	Adenosquamous carcinoma of cervix
	188176007	Malignant neoplasm of endocervical canal
	372097009	Malignant neoplasm of endocervix
	123842006	Endocervical adenocarcinoma
	93779009	Primary malignant neoplasm of endocervix
	37298004	Carcinoma of endocervix
	254886006	Squamous cell carcinoma of cervix
	372099007	Malignant neoplasm of exocervix
	93789008	Primary malignant neoplasm of exocervix
	372024009	Primary malignant neoplasm of uterine cervix
	285432005	Carcinoma of cervix
	372098004	Carcinoma of endocervix
Liver Cancer
Included:	93870000	Malignant neoplasm of liver
	408646000	Adenocarcinoma of liver
	109841003	Liver cell carcinoma
	274902006	Combined hepatocellular carcinoma and cholangiocarcinoma
	187777008	Malignant neoplasm of intrahepatic gall duct
	447109003	Primary malignant neoplasm of intrahepatic bile duct
	109842005	Intrahepatic bile duct carcinoma
	187767006	Malignant neoplasm of liver and intrahepatic bile ducts
	95214007	Primary malignant neoplasm of liver
	109843000	Hepatoblastoma
	234601002	Sarcoma of liver
	126852003	Neoplasm of intrahepatic bile ducts
Excluded:	94381002	Secondary malignant neoplasm of liver
	1691000119104	Metastasis to liver from adenocarcinoma
	813671000000107	Secondary malignant neoplasm of liver and intrahepatic bile duct

References

US Census Bureau . Annual Estimates of the Resident Population for the United States, States, Counties, and Puerto Rico Commonwealth and Municipios: April 1, 2010 to July 1, 2019. Suitland, MD: US Census Bureau; 2020.

US Census Bureau . Hispanic population to reach 111 million by 2060. https://www.census.gov/library/visualizations/2018/comm/hispanic-projected-pop.html. https://www.census.gov/library/visualizations/2018/comm/hispanic-projected-pop.html. Accessed December 27, 2021.

Miller

Pinheiro

Bandi

, et al. Cancer statistics for the US hispanic/latino population. CA Cancer J Clin. 2021;71(6):466-487.

The Cancer Genome Atlas Research Network . Comprehensive molecular characterization of gastric adenocarcinoma. Nature. 2014;513(7517):202-209.

Kancherla

Abdullazade

Matter

, et al. Genomic analysis revealed new oncogenic signatures in TP53-mutant hepatocellular carcinoma. Front Genet. 2018;9:2.

Murray

. The “All of Us” research program. N Engl J Med. 2019;381(19):1884.

Pinheiro

Callahan

Kobetz

. Disaggregated hispanic groups and cancer: Importance, methodology, and current knowledge. In: Ramirez AG, Trapido EJ, eds. Advancing the Science of Cancer in Latinos. Cham (CH): Springer; 2019, 17-34.

El-Serag

Lau

Eschbach

Davila

Goodwin

. Epidemiology of hepatocellular carcinoma in Hispanics in the United States. Arch Intern Med. 2007;167(18):1983-1989.

Chang

Yang

Alfaro-Velcamp

SKS

Glaser

Gomez

. Disparities in liver cancer incidence by nativity, acculturation, and socioeconomic status in California Hispanics and Asians. Cancer Epidemiol Biomarkers Prev. 2020;19(12):3106-3118.

10.

Setiawan

Wei

Hernandez

, et al. Disparity in liver cancer incidence and chronic liver disease mortality by nativity in Hispanics: The multiethnic cohort. Cancer. 2016;122(9):1444-1452.

11.

Wang

Yeu

Hammer

STG

, et al. Hispanic/Latino patients with gastric adenocarcinoma have distinct molecular profiles including a high rate of germline CDH1 variants. Cancer Res. 2020;80(11):2114-2124.

12.

Saraiya

Ahmed

Krishnan

Richards

Unger

Lawson

. Cervical cancer incidence in a prevaccine ra in the United States, 1998–2002. Obstet Gynecol. 2007;109(2):360-370.

13.

Zavala

Bracci

Carethers

, et al. Cancer health disparities in racial/ethnic minorities in the United States. Br J Cancer. 2021;124(2):315-332.

14.

Pinheiro

Callahan

Stern

de Vries

. Migration from Mexico to the United States: A high-speed cancer transition. Int J Cancer. 2018;142(3):477-488.

15.

Pinheiro

Sherman

Trapido

, et al. Cancer incidence in first generation U.S. Hispanics: Cubans, Mexicans, Puerto Ricans, and new Latinos. Cancer Epidemiol Biomarkers Prev. 2009;18(8):2162-2169.

16.

Pinheiro

Sherman

Fleming

, et al.

Validation of ethnicity in cancer data: which Hispanics are we misclassifying?

J Registry Manag. 2009;36(2):42-46.

17.

Pinheiro

Medina

Callahan

, et al. The association between etiology of hepatocellular carcinoma and race-ethnicity in Florida. Liver Int. 2020;40(5):1201-1210.

18.

Tischoff

Tannapfe

. DNA methylation in hepatocellular carcinoma. World J Gastroenterol. 2008;14(11):1741-1748.

19.

Khemlina

Ikeda

Kurzrock

. The biology of Hepatocellular carcinoma: Implications for genomic and immune therapies. Mol Cancer. 2017;16(1):149.

Supplementary Material

Please find the following supplemental material available below.

For Open Access articles published under a Creative Commons License, all supplemental material carries the same license as the article it is associated with.

For non-Open Access articles published, all supplemental material carries a non-exclusive license, and permission requests for re-use of supplemental material or any part of supplemental material shall be sent directly to the copyright owner as specified in the copyright notice associated with the article.

0.00 MB

0.01 MB