Abstract
Background: Cutaneous squamous cell carcinoma (cSCC) is the second most common cancer in United States, and its incidence is substantially higher in men than women, but the reasons for the difference are unknown. We explored whether common mitochondrial DNA (mtDNA) haplogroups, which have been associated with cancer risk, and in particular squamous cell carcinoma risk arising in other organs, could explain this biological sex difference in cSCC susceptibility.
Methods: We performed a retrospective cohort study using data from the Genetic Epidemiology Research in Adult Health and Aging cohort composed of 67,868 non-Hispanic white subjects (7,701 cSCC cases and 60,167 controls). Genotype information on >665,000 SNPs was generated using Affymetrix Axiom arrays designed to maximize genome-wide coverage, and 102 high-quality mtDNA SNPs were used to determine mtDNA haplogroups. Associations between each mtDNA haplogroup and cSCC risk were evaluated by logistic regression analysis adjusting for age, sex, and population stratification using ancestry principal components.
Results: cSCC was more common in men (15.4% vs. 8.4% for women). Nine common mtDNA haplogroups (frequency ≥1%) were identified in addition to the most common haplogroup, H, used as the reference group. No association with cSCC risk was detected for any of the mtDNA haplogroups or overall or sex-stratified analyses.
Conclusions: Common mitochondrial variation is not associated with cSCC risk.
Impact: This well-powered study refutes the hypothesis that common mitochondrial haplogroups play a role in the differential sex predilection of cSCCs. Cancer Epidemiol Biomarkers Prev; 27(7); 838–41. ©2018 AACR.
Introduction
Cutaneous squamous cell carcinoma (cSCC) is one of the most common malignancies among non-Hispanic whites and arises more frequently in men, with recent incidence estimates of 207.5 cases per 100,000 person-years in men versus 128.8 in women (1). The reasons underlying this sex predilection are largely unknown. Human mitochondrial DNA (mtDNA) haplogroups, which are maternally inherited, are defined by unique sets of mitochondrial variants and reflect specific ancestral populations and geographic origins (2). Changes in mitochondrial genotype play a significant role in the initiation, progression, and treatment of cancer. Mitochondrial haplogroups have been linked to cancer risk, and to squamous cell carcinoma arising in other organs, such as the esophagus. Yet the relationship between mtDNA haplogroups and cSCC risk has not been previously reported. Mitochondrial apoptosis pathways may be involved in the pathogenic and molecular mechanisms of cSCC, with mitochondrial dysfunction promoting cell proliferation in cSCC through the accumulation of the dynaminrelated protein 1 (Drp1), a mediator of mitochondrial fission (3). Here, we report an association study of mtDNA haplogroups and the risk of cSCC in a large, well-characterized cohort.
Materials and Methods
The study sample of non-Hispanic white members of the Genetic Epidemiology Research in Adult Health and Aging (GERA) cohort included 7,701 cSCC cases (4,421 men and 3,280 women) and 60,167 controls (24,330 men and 35,837 women), as described previously (4). DNA samples were genotyped at over 665,000 SNPs on Affymetrix Axiom arrays optimized for coverage of known common variants across the genome, including 116 mitochondrial DNA polymorphisms (mtSNP) that were identified from publicly available databases (Affymetrix, HapMap; ref. 5). A total of 102 mtSNPs passed post-genotype quality filtering and were used to determine mitochondrial haplogroups (Table 1).
102 mtSNPs on the EUR Affymetrix Axiom array that passed post-genotype quality filtering
SNP . | Position in mtDNA (bp) . | Minor allele frequency . | SNP . | Position in mtDNA (bp) . | Minor allele frequency . |
---|---|---|---|---|---|
rs2853519 | G769A | 0.00401 | rs28357682 | G14905A | 0.1021 |
rs28358572 | T1243C | 0.01822 | rs28357684 | G15043A | 0.04452 |
rs2001030 | G1438A | 0.02976 | rs28357372 | A15607G | 0.1011 |
rs28358574 | A1736G | 0.003195 | rs28357373 | T15629C | 0.000394 |
rs41349444 | T2158C | 0.01041 | rs41337244 | A15758G | 0.01396 |
rs28358578 | C2332T | 0.000339 | rs41504845 | C15833T | 0.01655 |
rs28358580 | T2416C | 0.002437 | rs28617642 | G15884A | 0.01157 |
rs2854128 | G2706A | 0.4199 | rs2853513 | C16223T | 0.08716 |
rs28619217 | A2755G | 0.000637 | rs35452858 | T16325C | 0.008543 |
rs2854130 | T2885C | 0.001746 | rs28357675 | T14318C | 0.001533 |
rs3928306 | G3010A | 0.2279 | rs28358270 | G9123A | 0.01536 |
rs28358582 | T3308C | 0.001968 | rs28358273 | G9554A | 0.001434 |
rs28358584 | A3480G | 0.09449 | rs28358278 | C10400T | 0.009301 |
rs28358586 | A3547G | 0.003748 | rs28358282 | T10810C | 0.006361 |
rs41355750 | A3720G | 0.01279 | rs28358884 | C8414T | 0.001246 |
rs28647453 | A3927G | 0.000163 | rs28359175 | A13263G | 0.005202 |
rs28357981 | T4977C | 0.001504 | rs28379170 | T13401C | 0.002227 |
rs2015062 | T7028C | 0.4173 | rs28397767 | G12501A | 0.03492 |
rs2298011 | A9180G | 0.001815 | rs28456039 | A5319G | 0.003079 |
rs28575684 | T9647C | 0.000352 | rs28502681 | G8572A | 0.001884 |
rs41502750 | T9716C | 0.01966 | rs2853512 | G16153A | 0.005829 |
rs28411821 | T9824C | 0.000217 | rs2853515 | G263A | 0.0105 |
rs3902407 | T9833C | 0.000462 | rs56489998 | A663G | 0.003148 |
rs3134801 | T9950C | 0.002839 | rs1029294 | C6473T | 0.002075 |
rs41347846 | T10034C | 0.02583 | rs1116904 | G8027A | 0.004107 |
rs28358275 | T10238C | 0.03533 | rs2298009 | A9120G | 0.001955 |
rs28358277 | G10373A | 0.000448 | rs28357672 | T14212C | 0.004481 |
rs28358281 | G10586A | 0.001663 | rs28357676 | G14560A | 1.36E-05 |
rs2853490 | G11176A | 0.002336 | rs28357683 | C14911T | 0.000149 |
rs3915952 | A11251G | 0.1959 | rs28358581 | C2789T | 0.001259 |
rs28358285 | T11299C | 0.0911 | rs28358887 | G8994A | 0.02233 |
rs2853493 | A11467G | 0.2327 | rs28359183 | C13914A | 0.000354 |
rs2853494 | A11641G | 0.000895 | rs28445709 | T7084C | 2.71E-05 |
rs2853495 | A11719G | 0.4705 | rs28462217 | A9389G | 0.000325 |
rs2853497 | G12007A | 0.01651 | rs2853505 | G14861A | 0.002787 |
rs28359170 | G12236A | 0.000988 | rs2854134 | C3594T | 0.00339 |
rs2853499 | G12372A | 0.2361 | rs28558945 | C2415T | 1.35E-05 |
rs28359172 | A12612G | 0.09561 | rs2857287 | C13506T | 0.001449 |
rs3926883 | C12633A | 0.02391 | rs28591518 | A12768G | 0.00019 |
rs28359173 | A12693G | 0.001477 | rs28690056 | T9909C | 9.49E-05 |
rs2854122 | C12705T | 0.08524 | rs28709356 | C10733A | 0.002226 |
rs3899498 | G13368A | 0.1024 | rs28718242 | T11899C | 0.002501 |
rs28359177 | G13590A | 0.006178 | rs3902406 | A6461G | 0.000801 |
rs2853503 | T13617C | 0.07729 | rs3928312 | A2833G | 0.000231 |
rs28359178 | G13708A | 0.1108 | rs41369547 | C12669T | 9.49E-05 |
rs41421644 | T13734C | 0.01235 | rs41427749 | G8616T | 0.006364 |
rs41509754 | T13965C | 0.01926 | rs41534744 | G16129A | 0.08603 |
rs41535848 | A13966G | 0.0194 | rs28357682 | G14905A | 0.1021 |
rs28357673 | C14284T | 0.000339 | rs28357684 | G15043A | 0.04452 |
rs28357681 | T14798C | 0.1602 | rs28357372 | A15607G | 0.1011 |
SNP . | Position in mtDNA (bp) . | Minor allele frequency . | SNP . | Position in mtDNA (bp) . | Minor allele frequency . |
---|---|---|---|---|---|
rs2853519 | G769A | 0.00401 | rs28357682 | G14905A | 0.1021 |
rs28358572 | T1243C | 0.01822 | rs28357684 | G15043A | 0.04452 |
rs2001030 | G1438A | 0.02976 | rs28357372 | A15607G | 0.1011 |
rs28358574 | A1736G | 0.003195 | rs28357373 | T15629C | 0.000394 |
rs41349444 | T2158C | 0.01041 | rs41337244 | A15758G | 0.01396 |
rs28358578 | C2332T | 0.000339 | rs41504845 | C15833T | 0.01655 |
rs28358580 | T2416C | 0.002437 | rs28617642 | G15884A | 0.01157 |
rs2854128 | G2706A | 0.4199 | rs2853513 | C16223T | 0.08716 |
rs28619217 | A2755G | 0.000637 | rs35452858 | T16325C | 0.008543 |
rs2854130 | T2885C | 0.001746 | rs28357675 | T14318C | 0.001533 |
rs3928306 | G3010A | 0.2279 | rs28358270 | G9123A | 0.01536 |
rs28358582 | T3308C | 0.001968 | rs28358273 | G9554A | 0.001434 |
rs28358584 | A3480G | 0.09449 | rs28358278 | C10400T | 0.009301 |
rs28358586 | A3547G | 0.003748 | rs28358282 | T10810C | 0.006361 |
rs41355750 | A3720G | 0.01279 | rs28358884 | C8414T | 0.001246 |
rs28647453 | A3927G | 0.000163 | rs28359175 | A13263G | 0.005202 |
rs28357981 | T4977C | 0.001504 | rs28379170 | T13401C | 0.002227 |
rs2015062 | T7028C | 0.4173 | rs28397767 | G12501A | 0.03492 |
rs2298011 | A9180G | 0.001815 | rs28456039 | A5319G | 0.003079 |
rs28575684 | T9647C | 0.000352 | rs28502681 | G8572A | 0.001884 |
rs41502750 | T9716C | 0.01966 | rs2853512 | G16153A | 0.005829 |
rs28411821 | T9824C | 0.000217 | rs2853515 | G263A | 0.0105 |
rs3902407 | T9833C | 0.000462 | rs56489998 | A663G | 0.003148 |
rs3134801 | T9950C | 0.002839 | rs1029294 | C6473T | 0.002075 |
rs41347846 | T10034C | 0.02583 | rs1116904 | G8027A | 0.004107 |
rs28358275 | T10238C | 0.03533 | rs2298009 | A9120G | 0.001955 |
rs28358277 | G10373A | 0.000448 | rs28357672 | T14212C | 0.004481 |
rs28358281 | G10586A | 0.001663 | rs28357676 | G14560A | 1.36E-05 |
rs2853490 | G11176A | 0.002336 | rs28357683 | C14911T | 0.000149 |
rs3915952 | A11251G | 0.1959 | rs28358581 | C2789T | 0.001259 |
rs28358285 | T11299C | 0.0911 | rs28358887 | G8994A | 0.02233 |
rs2853493 | A11467G | 0.2327 | rs28359183 | C13914A | 0.000354 |
rs2853494 | A11641G | 0.000895 | rs28445709 | T7084C | 2.71E-05 |
rs2853495 | A11719G | 0.4705 | rs28462217 | A9389G | 0.000325 |
rs2853497 | G12007A | 0.01651 | rs2853505 | G14861A | 0.002787 |
rs28359170 | G12236A | 0.000988 | rs2854134 | C3594T | 0.00339 |
rs2853499 | G12372A | 0.2361 | rs28558945 | C2415T | 1.35E-05 |
rs28359172 | A12612G | 0.09561 | rs2857287 | C13506T | 0.001449 |
rs3926883 | C12633A | 0.02391 | rs28591518 | A12768G | 0.00019 |
rs28359173 | A12693G | 0.001477 | rs28690056 | T9909C | 9.49E-05 |
rs2854122 | C12705T | 0.08524 | rs28709356 | C10733A | 0.002226 |
rs3899498 | G13368A | 0.1024 | rs28718242 | T11899C | 0.002501 |
rs28359177 | G13590A | 0.006178 | rs3902406 | A6461G | 0.000801 |
rs2853503 | T13617C | 0.07729 | rs3928312 | A2833G | 0.000231 |
rs28359178 | G13708A | 0.1108 | rs41369547 | C12669T | 9.49E-05 |
rs41421644 | T13734C | 0.01235 | rs41427749 | G8616T | 0.006364 |
rs41509754 | T13965C | 0.01926 | rs41534744 | G16129A | 0.08603 |
rs41535848 | A13966G | 0.0194 | rs28357682 | G14905A | 0.1021 |
rs28357673 | C14284T | 0.000339 | rs28357684 | G15043A | 0.04452 |
rs28357681 | T14798C | 0.1602 | rs28357372 | A15607G | 0.1011 |
For each subject, a mitochondrial group variant list was defined on the basis of the differences from the Cambridge Reference Sequence (6). Each subject's set of mtSNPs was imported into MITOMASTER, an online analytic system that permits the automatic evaluation of mtDNA variants for assignment into haplogroups, assigning a single haplogroup to each subject. Haplogroup H, the most common, was used as the reference group.
Logistic regression analysis was performed to assess association between cSCC susceptibility risk and mitochondrial haplogroups. We used Eigenstrat (7) to calculate ancestry principal components (PC), which are essential to incorporate into any analysis of mitochondrial variation, because mitochondrial variation is, by definition, an ancestry informative marker, and failing to account for ancestry can lead to false positive associations (8). We included the top 10 ancestry PCs, a covariate for Ashkenazi Jewish ancestry, age, and sex as covariates in models. Analyses were performed using SAS version 9.3.
Results
Women were more highly represented in the cohort, (n = 39,117; 57.6%), but the prevalence of cSCC cases was higher in men (15.4% in men vs. 8.4% in women). Nine common mtDNA haplogroups (frequency ≥1%) were identified in addition to the most common haplogroup, H (reference group). No associations with cSCC risk were observed overall. Stratified analysis by sex did not reveal a significant association in women or men (Table 2).
Association of cSCC risk and mtDNA haplogroups in GERA non-Hispanic white subjects overall and stratified by sex
. | All . | Men . | Women . | ||||||
---|---|---|---|---|---|---|---|---|---|
Haplogroup . | Case/control % . | OR (95% CI) . | P . | Case/control % . | OR (95% CI) . | P . | Case/control % . | OR . | P . |
A | <1% | 0.58 (0.31–1.07) | 0.08 | <1% | 0.73 (0.35–1.52) | 0.40 | <1% | 0.36 (0.11–1.17) | 0.09 |
B | <1% | 0.58 (0.26–1.28) | 0.18 | <1% | 0.80 (0.31–2.09) | 0.65 | <1% | 0.17 (0.02–1.25) | 0.08 |
C | <1% | 0.78 (0.39–1.58) | 0.49 | <1% | 0.57 (0.20–1.64) | 0.30 | <1% | 1.10 (0.42–2.87) | 0.84 |
D | <1% | 1.27 (0.61–2.62) | 0.53 | <1% | 1.82 (0.76–4.35) | 0.18 | <1% | 0.64 (0.15–2.74) | 0.55 |
HV | <1% | 0.88 (0.63–1.23) | 0.44 | <1% | 0.87 (0.55–1.38) | 0.55 | <1% | 0.88 (0.54–1.43) | 0.59 |
I | 2.81/2.61 | 1.03 (0.87–1.22) | 0.71 | 2.88/2.56 | 1.15 (0.91–1.45) | 0.24 | 2.66/2.64 | 0.91 (0.71–1.17) | 0.46 |
J | 10.57/9.61 | 1.10 (1.00–1.21) | 0.051 | 10.70/9.57 | 1.12 (0.98–1.28) | 0.10 | 10.43/9.62 | 1.08 (0.94–1.25) | 0.28 |
JT | <1% | 2.10 (0.49–8.99) | 0.32 | <1% | 4.41 (0.22–88.79) | 0.33 | <1% | 1.64 (0.30–9.07) | 0.57 |
K | 9.50/9.59 | 1.01 (0.91–1.11) | 0.92 | 9.34/9.93 | 1.01 (0.87–1.16) | 0.95 | 9.66/9.36 | 1.00 (0.86–1.16) | 0.99 |
L | <1% | 0.81 (0.49–1.35) | 0.42 | <1% | 0.72 (0.35–1.47) | 0.36 | <1% | 0.92 (0.45–1.86) | 0.81 |
M | <1% | 0.69 (0.40–1.20) | 0.19 | <1% | 0.80 (0.38–1.66) | 0.54 | <1% | 0.59 (0.25–1.36) | 0.21 |
N | 18.55/18.17 | 1.02 (0.94–1.11) | 0.56 | 18.42/18.11 | 1.05 (0.94–1.18) | 0.37 | 18.72/18.22 | 1.00 (0.89–1.12) | 0.93 |
P | <1% | 1.74 (0.46–6.61) | 0.42 | <1% | 3.39 (0.52–22.15) | 0.20 | <1% | 0.91 (0.11–7.59) | 0.93 |
R | 4.57/5.01 | 0.95 (0.83–1.08) | 0.42 | 4.68/4.97 | 0.98 (0.82–1.18) | 0.82 | 4.43/5.03 | 0.91 (0.751.10) | 0.33 |
T | 10.09/10.35 | 0.96 (0.87–1.06) | 0.44 | 10.07/10.32 | 0.97 (0.84–1.11) | 0.63 | 10.11/10.38 | 0.96 (0.83–1.10) | 0.53 |
U | 14.18/14.64 | 0.95 (0.87–1.03) | 0.20 | 14.40/14.80 | 0.96 (0.85–1.08) | 0.47 | 13.93/14.53 | 0.94 (0.82–1.06) | 0.31 |
V | <1% | 0.90 (0.47–1.72) | 0.74 | <1% | 0.96 (0.39–2.34) | 0.92 | <1% | 0.85 (0.33–2.19) | 0.74 |
W | 1.78/1.79 | 1.00 (0.81–1.22) | 0.96 | 1.90/1.86 | 1.14 (0.87–1.50) | 0.35 | 1.61/1.74 | 0.89 (0.65–1.21) | 0.46 |
X | 1.44/1.53 | 1.00 (0.80–1.25) | 0.99 | 1.49/1.52 | 1.09 (0.80–1.48) | 0.59 | 1.38/1.54 | 0.93 (0.66–1.29) | 0.64 |
. | All . | Men . | Women . | ||||||
---|---|---|---|---|---|---|---|---|---|
Haplogroup . | Case/control % . | OR (95% CI) . | P . | Case/control % . | OR (95% CI) . | P . | Case/control % . | OR . | P . |
A | <1% | 0.58 (0.31–1.07) | 0.08 | <1% | 0.73 (0.35–1.52) | 0.40 | <1% | 0.36 (0.11–1.17) | 0.09 |
B | <1% | 0.58 (0.26–1.28) | 0.18 | <1% | 0.80 (0.31–2.09) | 0.65 | <1% | 0.17 (0.02–1.25) | 0.08 |
C | <1% | 0.78 (0.39–1.58) | 0.49 | <1% | 0.57 (0.20–1.64) | 0.30 | <1% | 1.10 (0.42–2.87) | 0.84 |
D | <1% | 1.27 (0.61–2.62) | 0.53 | <1% | 1.82 (0.76–4.35) | 0.18 | <1% | 0.64 (0.15–2.74) | 0.55 |
HV | <1% | 0.88 (0.63–1.23) | 0.44 | <1% | 0.87 (0.55–1.38) | 0.55 | <1% | 0.88 (0.54–1.43) | 0.59 |
I | 2.81/2.61 | 1.03 (0.87–1.22) | 0.71 | 2.88/2.56 | 1.15 (0.91–1.45) | 0.24 | 2.66/2.64 | 0.91 (0.71–1.17) | 0.46 |
J | 10.57/9.61 | 1.10 (1.00–1.21) | 0.051 | 10.70/9.57 | 1.12 (0.98–1.28) | 0.10 | 10.43/9.62 | 1.08 (0.94–1.25) | 0.28 |
JT | <1% | 2.10 (0.49–8.99) | 0.32 | <1% | 4.41 (0.22–88.79) | 0.33 | <1% | 1.64 (0.30–9.07) | 0.57 |
K | 9.50/9.59 | 1.01 (0.91–1.11) | 0.92 | 9.34/9.93 | 1.01 (0.87–1.16) | 0.95 | 9.66/9.36 | 1.00 (0.86–1.16) | 0.99 |
L | <1% | 0.81 (0.49–1.35) | 0.42 | <1% | 0.72 (0.35–1.47) | 0.36 | <1% | 0.92 (0.45–1.86) | 0.81 |
M | <1% | 0.69 (0.40–1.20) | 0.19 | <1% | 0.80 (0.38–1.66) | 0.54 | <1% | 0.59 (0.25–1.36) | 0.21 |
N | 18.55/18.17 | 1.02 (0.94–1.11) | 0.56 | 18.42/18.11 | 1.05 (0.94–1.18) | 0.37 | 18.72/18.22 | 1.00 (0.89–1.12) | 0.93 |
P | <1% | 1.74 (0.46–6.61) | 0.42 | <1% | 3.39 (0.52–22.15) | 0.20 | <1% | 0.91 (0.11–7.59) | 0.93 |
R | 4.57/5.01 | 0.95 (0.83–1.08) | 0.42 | 4.68/4.97 | 0.98 (0.82–1.18) | 0.82 | 4.43/5.03 | 0.91 (0.751.10) | 0.33 |
T | 10.09/10.35 | 0.96 (0.87–1.06) | 0.44 | 10.07/10.32 | 0.97 (0.84–1.11) | 0.63 | 10.11/10.38 | 0.96 (0.83–1.10) | 0.53 |
U | 14.18/14.64 | 0.95 (0.87–1.03) | 0.20 | 14.40/14.80 | 0.96 (0.85–1.08) | 0.47 | 13.93/14.53 | 0.94 (0.82–1.06) | 0.31 |
V | <1% | 0.90 (0.47–1.72) | 0.74 | <1% | 0.96 (0.39–2.34) | 0.92 | <1% | 0.85 (0.33–2.19) | 0.74 |
W | 1.78/1.79 | 1.00 (0.81–1.22) | 0.96 | 1.90/1.86 | 1.14 (0.87–1.50) | 0.35 | 1.61/1.74 | 0.89 (0.65–1.21) | 0.46 |
X | 1.44/1.53 | 1.00 (0.80–1.25) | 0.99 | 1.49/1.52 | 1.09 (0.80–1.48) | 0.59 | 1.38/1.54 | 0.93 (0.66–1.29) | 0.64 |
Discussion
We observed a higher proportion of cSCC cases in men compared with women, consistent with previous reports. We found no evidence of association between mtDNA haplogroups and cSCC overall or when stratifying by sex, and previous genetic association studies did not find sex differences in genetic effects of associated loci. Our study was well powered to detect effects of common mitochondrial haplogroups on cSCC susceptibility with statistical significance.
Some of the sex-specific variation in cSCC incidence could be due to differential exposure to environmental factors, such as sun exposure or behavioral factors such as smoking. Epidemiologic studies have highlighted that men have more frequent sun exposure compared with women, and often with less sun protection and also higher men's tobacco smoking prevalence rates. There may also be differences in intrinsic susceptibility of keratinocytes, as more recent studies using in vivo animal models have demonstrated a sex-specific biological response in UVB-induced skin carcinogenesis, and in particular cSCC. Some of the innate susceptibility may be estrogen mediated. Exploring the contribution of innate versus environmental risk factors to sex-specific variation in cSCC risk would be particularly informative.
We did not observe a significant association of any mitochondrial haplogroups with cSCC susceptibility and conclude that common mitochondrial variation in non-Hispanic whites is not predictive of cSCC risk. Further investigations will be needed to identify the risk factors contributing to the sex-specific variability in cSCC susceptibility. Moreover, it is known that men have more clinically aggressive cSCC than women, so future studies investigating environmental and genetic modifiers in cSCC aggressiveness might be of particular interest. Such future studies could shed light on the significant phenotypic heterogeneity (e.g., tumor multiplicity, burden, grade, and localization) of this common skin cancer and provide insight into the natural history and pathophysiology of cSCC. Better understanding the specific genetic mechanisms underlying cSCC susceptibility will be important for targeted prevention and treatment efforts.
Disclosure of Potential Conflicts of Interest
M.M. Asgari reports receiving commercial research grants from Pfizer and Valeant. No potential conflicts of interest were disclosed by the other authors.
Disclaimer
The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.
Authors' Contributions
Conception and design: H. Choquet, M.M. Asgari
Development of methodology: M.M. Asgari
Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): M.M. Asgari
Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): E. Jorgenson, H. Choquet, J. Yin
Writing, review, and/or revision of the manuscript: E. Jorgenson, H. Choquet, M.M. Asgari
Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): E. Jorgenson, J. Yin
Study supervision: M.M. Asgari
Acknowledgments
This study was supported by a grant from the NCI at the NIH (R01CA166672 to M.M. Asgari) and the National Eye Institute (R01 EY027004 to E. Jorgenson).
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