| Literature DB >> 29100337 |
Shuchen Chen1, Yafeng Wang2, Yu Chen3, Jihong Lin1, Chao Liu4, Mingqiang Kang1,5,6, Weifeng Tang1.
Abstract
The objective of this case-control study was to extensively explore the relationship of Cytotoxic T-lymphocyte antigen-4 (CTLA-4) tagging polymorphisms with susceptibility to non-small-cell lung cancer (NSCLC). We recruited 521 sporadic NSCLC cases and 1,030 non-cancer controls. The genotypes of CTLA-4 rs16840252 C>T, rs231775 G>A, rs3087243 G>A and rs733618 T>C polymorphisms were evaluated using a custom-by-design 48-Plex SNPscan Kit. Our findings revealed there was no statistically significant difference in CTLA-4 genotypes distribution among NSCLC patients and non-cancer controls. Similar findings were observed in the logistic regression analyses. However, the stratified analyses suggested CTLA-4 rs733618 vatiants were correlated with the development of NSCLC in ≥ 60 years subgroup (TC vs. TT: adjusted OR = 1.45, 95% CI = 1.04-2.02, P = 0.030) and even drinking subgroup (TC vs. TT: adjusted OR = 2.27, 95% CI = 1.11-4.60, P = 0.024 and TC/CC vs. TT: adjusted OR = 2.26, 95% CI = 1.15-4.43, P = 0.018). In conclusion, the present case-control study highlights that the CTLA-4 rs733618 T>C polymorphism was associated with the development of NSCLC in ≥ 60 years and even drinking subgroups. A fine-mapping study with functional assessment is necessary to confirm or refute our findings.Entities:
Keywords: CTLA-4; immune; non-small cell lung cancer; polymorphism
Year: 2017 PMID: 29100337 PMCID: PMC5652731 DOI: 10.18632/oncotarget.20638
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Distribution of selected demographic variables and risk factors in NSCLC cases and controls
| Variable | Overall Cases ( | Overall Controls ( | |
|---|---|---|---|
| Age (years) | 59.76 ±10.71 | 60.34 ± 9.11 | 0.268 |
| Age (years) | 0.843 | ||
| < 60 | 238 (45.68) | 476 (46.21) | |
| ≥ 60 | 283 (54.32) | 554 (53.79) | |
| Sex | 0.453 | ||
| Male | 287 (55.09) | 588 (57.09) | |
| Female | 234 (44.91) | 442 (42.91) | |
| Smoking status | |||
| Never | 317 (60.84) | 828 (80.39) | |
| Ever | 204 (39.16) | 202 (19.61) | |
| Alcohol use | |||
| Never | 444 (85.22) | 949 (92.14) | |
| Ever | 77 (14.78) | 81 (7.86) | |
| BMI (kg/m2) | 23.00 (±3.03) | 23.84 (±3.06) | |
| BMI (kg/m2) | |||
| < 24 | 337 (64.68) | 547 (53.11) | |
| ≥ 24 | 184 (35.32) | 483 (46.89) | |
| Lymph node status | |||
| Positive | 200 (38.39) | ||
| Negative | 314 (60.27) | ||
| Unknown | 7 (1.34) | ||
| TMN stage | |||
| I + II | 315 (60.46) | ||
| III + IV | 206 (39.54) | ||
| Type of NSCLC | |||
| Adenocarcinoma | 415 (79.65) | ||
| Squamous cell carcinoma | 85 (16.31) | ||
| Others | 21 (4.03) |
a Two-sided χ2 test and student t test;
Bold values are statistically significant (P < 0.05);
BMI, body mass index.
NSCLC: non-small-cell lung cancer
Primary information for CTLA-4 polymorphisms (rs3087243 G>A, rs16840252 C>T, rs733618 T>C and rs231775 G>A)
| Genotyped SNPs | ||||
|---|---|---|---|---|
| Chromosome | 2 | 2 | 2 | 2 |
| Function | nearGene-3 | nearGene-5 | nearGene-5 | missense |
| Chr Pos (NCBI Build 38) | 203874196 | 203866796 | 203866221 | 203867991 |
| MAFa for Chinese in database | 0.183 | 0.122 | 0.390 | 0.314 |
| MAF in our controls ( | 0.182 | 0.121 | 0.407 | 0.300 |
| 0.532 | 0.146 | 0.314 | 0.950 | |
| Genotyping method | SNPscan | SNPscan | SNPscan | SNPscan |
| % Genotyping value | 99.94% | 99.94% | 99.94% | 99.81% |
aMAF: minor allele frequency;
bHWE: Hardy–Weinberg equilibrium.
The frequencies of CTLA-4 rs3087243 G>A, rs16840252 C>T, rs733618 T>C and rs231775 G>A polymorphisms in different NSCLC subgroups
| Genotype | NSCLC Cases ( | Adenocarcinoma ( | Non-adenocarcinoma ( | Controls ( | ||||
|---|---|---|---|---|---|---|---|---|
| % | % | % | % | |||||
| rs3087243 G>A | ||||||||
| GG | 344 | 66.03 | 273 | 65.78 | 71 | 66.98 | 686 | 66.67 |
| GA | 160 | 30.71 | 131 | 31.57 | 29 | 27.36 | 312 | 30.32 |
| AA | 17 | 3.26 | 11 | 2.65 | 6 | 5.66 | 31 | 3.01 |
| A allele | 194 | 18.62 | 153 | 18.43 | 41 | 19.34 | 374 | 18.17 |
| rs16840252 C>T | ||||||||
| CC | 400 | 76.78 | 323 | 77.83 | 77 | 72.64 | 791 | 76.87 |
| CT | 111 | 21.31 | 86 | 20.72 | 25 | 23.58 | 228 | 22.16 |
| TT | 10 | 1.92 | 6 | 1.45 | 4 | 3.77 | 10 | 0.97 |
| T allele | 131 | 12.57 | 98 | 11.81 | 33 | 15.57 | 248 | 12.05 |
| rs733618 T>C | ||||||||
| TT | 172 | 33.01 | 138 | 33.25 | 34 | 32.08 | 370 | 35.96 |
| TC | 267 | 51.25 | 214 | 51.57 | 53 | 50.00 | 481 | 46.74 |
| CC | 82 | 15.74 | 63 | 15.18 | 19 | 17.92 | 178 | 17.30 |
| C allele | 431 | 41.36 | 340 | 40.96 | 91 | 42.92 | 837 | 40.67 |
| rs231775 G>A | ||||||||
| GG | 254 | 48.85 | 206 | 49.76 | 48 | 45.28 | 504 | 49.03 |
| GA | 219 | 42.12 | 175 | 42.27 | 44 | 41.51 | 431 | 41.93 |
| AA | 47 | 9.04 | 33 | 7.97 | 14 | 13.21 | 93 | 9.05 |
| A allele | 313 | 30.10 | 241 | 29.11 | 72 | 33.96 | 617 | 30.01 |
Logistic regression analyses of association between CTLA-4 polymorphisms and risk of NSCLC
| Genotype | Overall NSCLC cases ( | Adenocarcinoma ( | Non-adenocarcinoma ( | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Crude OR (95% CI) | P | Adjusted ORa (95% CI) | P | Crude OR (95% CI) | P | Adjusted ORa (95% CI) | P | Crude OR | P | Adjusted ORa (95% CI) | P | |
| rs3087243 G>A | ||||||||||||
| Additive model | 1.02 (0.81–1.29) | 0.839 | 1.02 (0.81–1.30) | 0.852 | 1.06 (0.83–1.35) | 0.663 | 1.07 (0.83–1.37) | 0.627 | 0.90 (0.57–1.41) | 0.646 | 0.79 (0.48–1.29) | 0.342 |
| Homozygote model | 1.10 (0.60–2.01) | 0.769 | 1.05 (0.56–1.97) | 0.872 | 0.89 (0.44–1.80) | 0.752 | 0.89 (0.44–1.83) | 0.759 | 1.87 (0.76–4.64) | 0.175 | 1.51 (0.55–4.16) | 0.429 |
| Dominant model | 1.03 (0.82–1.29) | 0.801 | 1.03 (0.81–1.29) | 0.836 | 1.04 (0.82–1.32) | 0.747 | 1.05 (0.82–1.34) | 0.708 | 0.99 (0.65–1.51) | 0.948 | 0.86 (0.54–1.37) | 0.517 |
| Recessive model | 1.09 (0.60–1.98) | 0.788 | 1.05 (0.56–1.95) | 0.890 | 0.88 (0.44–1.76) | 0.711 | 0.88 (0.43–1.78) | 0.714 | 1.93 (0.79–4.74) | 0.151 | 1.63 (0.60–4.43) | 0.343 |
| rs16840252 C>T | ||||||||||||
| Additive model | 0.96 (0.75–1.25) | 0.779 | 0.96 (0.74–1.26) | 0.777 | 0.93 (0.70–1.22) | 0.584 | 0.91 (0.68–1.21) | 0.525 | 1.13 (0.70–1.81) | 0.619 | 1.24 (0.73–2.09) | 0.426 |
| Homozygote model | 1.98 (0.82–4.80) | 0.130 | 1.37 (0.55–3.44) | 0.499 | 1.47 (0.53–4.08) | 0.458 | 1.12 (0.39–3.18) | 0.838 | 4.12 (1.26–13.44) | 0.019 | 2.46 (0.62–9.80) | 0.200 |
| Dominant model | 1.01 (0.78–1.29) | 0.967 | 0.98 (0.76–1.28) | 0.896 | 0.95 (0.72–1.24) | 0.694 | 0.92 (0.70–1.22) | 0.563 | 1.25 (0.80–1.97) | 0.329 | 1.32 (0.806–2.18) | 0.279 |
| Recessive model | 1.99 (0.83–4.82) | 0.126 | 1.38 (0.55–3.46) | 0.487 | 1.50 (0.54–4.14) | 0.439 | 1.14 (0.40–3.24) | 0.808 | 4.00 (1.23–12.98) | 0.021 | 2.34 (0.59–9.23) | 0.225 |
| T allele | ||||||||||||
| rs733618 T>C | ||||||||||||
| Additive model | 1.20 (0.95–1.51) | 0.133 | 1.21 (0.95–1.55) | 0.122 | 1.20 (0.93–1.54) | 0.166 | 1.20 (0.93–1.56) | 0.167 | 1.20 (0.77–1.89) | 0.424 | 1.30 (0.79–2.12) | 0.305 |
| Homozygote model | 0.99 (0.72–1.37) | 0.969 | 1.07 (0.77–1.49) | 0.687 | 0.95 (0.67–1.35) | 0.779 | 1.01 (0.71–1.44) | 0.959 | 1.17 (0.65–2.10) | 0.612 | 1.50 (0.78–2.88) | 0.228 |
| Dominant model | 1.14 (0.91–1.42) | 0.251 | 1.17 (0.93–1.48) | 0.175 | 1.13 (0.89–1.43) | 0.330 | 1.15 (0.90–1.47) | 0.270 | 1.19 (0.78–1.82) | 0.427 | 1.34 (0.84–2.14) | 0.220 |
| Recessive model | 0.89 (0.67–1.19) | 0.438 | 0.96 (0.71–1.29) | 0.762 | 0.86 (0.63–1.17) | 0.329 | 0.91 (0.66–1.25) | 0.546 | 1.04 (0.62–1.76) | 0.871 | 1.28 (0.72–2.29) | 0.400 |
| rs231775 G>A | ||||||||||||
| Additive model | 1.01 (0.81–1.26) | 0.942 | 0.99 (0.78–1.24) | 0.901 | 0.99 (0.78–1.26) | 0.951 | 0.98 (0.76–1.25) | 0.839 | 1.08 (0.70–1.65) | 0.737 | 1.04 (0.65–1.67) | 0.861 |
| Homozygote model | 1.00 (0.69–1.47) | 0.989 | 0.93 (0.63–1.39) | 0.735 | 0.87 (0.57–1.33) | 0.516 | 0.83 (0.54–1.29) | 0.417 | 1.59 (0.84–3.00) | 0.154 | 1.23 (0.61–2.50) | 0.567 |
| Dominant model | 1.01 (0.82–1.24) | 0.946 | 0.98 (0.78–1.22) | 0.837 | 0.97 (0.77–1.22) | 0.802 | 0.95 (0.75–1.20) | 0.677 | 1.16 (0.78–1.74) | 0.463 | 1.08 (0.69–1.67) | 0.737 |
| Recessive model | 1.00 (0.69–1.44) | 0.996 | 0.94 (0.64–1.38) | 0.753 | 0.87 (0.58–1.32) | 0.513 | 0.84 (0.55–1.29) | 0.435 | 1.53 (0.84–2.79) | 0.166 | 1.20 (0.62–2.36) | 0.588 |
a Adjusted for age, sex, smoking status, alcohol use and BMI status
Stratified analyses between CTLA-4 rs3087243 G>A polymorphism and NSCLC risk by sex, age, BMI, smoking status and alcohol consumption
| Variable | Adjusted ORb (95% CI); P | ||||||
|---|---|---|---|---|---|---|---|
| GG | GA | AA | additive model | homozygote model | Dominant model | Recessive model | |
| Sex | |||||||
| Male | 184/387 | 94/178 | 9/22 | 1.16 (0.84–1.61); | 0.76 (0.33–1.75); | 1.11 (0.81–1.52); | 0.72 (0.31–1.66); |
| Female | 160/299 | 66/134 | 8/9 | 0.89 (0.62–1.28); | 1.66 (0.62–4.46); | 0.94 (0.67–1.33); | 1.72 (0.65–4.59); |
| Age | |||||||
| < 60 | 162/320 | 72/142 | 4/13 | 1.09 (0.76–1.55); | 0.67 (0.21–2.20); | 1.05 (0.74–1.49); | 0.66 (0.20–2.13); |
| ≥ 60 | 182/366 | 88/170 | 13/18 | 1.00 (0.72–1.39); | 1.33 (0.62–2.86); | 1.04 (0.76–1.42); | 1.33 (0.63–2.84); |
| Smoking status | |||||||
| Never | 207/556 | 100/249 | 10/22 | 1.06 (0.79–1.41); | 1.21 (0.55–2.65); | 1.07 (0.81–1.42); | 1.19 (0.55–2.58); |
| Ever | 137/130 | 60/63 | 7/9 | 0.90 (0.58–1.39); | 0.77 (0.27–2.14); | 0.88 (0.58–1.34); | 0.79 (0.29–2.19); |
| Alcohol consumption | |||||||
| Never | 292/636 | 138/285 | 14/27 | 1.01 (0.78–1.31); | 1.04 (0.52–2.06); | 1.01 (0.79–1.30); | 1.03 (0.52–2.04); |
| Ever | 52/50 | 22/27 | 3/4 | 0.96 (0.46–1.99); | 0.76 (0.15–3.91); | 0.93 (0.46–1.87); | 0.77 (0.15–3.90); |
| BMI (kg/m2) | |||||||
| < 24 | 223/350 | 104/178 | 10/18 | 0.91 (0.67–1.24); | 0.95 (0.42–2.18); | 0.91 (0.68–1.23); | 0.98 (0.43–2.23); |
| ≥ 24 | 121/336 | 56/134 | 7/13 | 1.21 (0.82–1.78); | 1.13 (0.42–3.06); | 1.20 (0.83–1.74); | 1.07 (0.40–2.86); |
a The genotyping was successful in 521 (100.00%) NSCLC cases, and 1029 (99.90%) controls for CTLA-4 rs3087243 G>A; b Adjusted for age, sex, BMI, smoking status and alcohol consumption (besides stratified factors accordingly) in a logistic regression model.
Stratified analyses between CTLA-4 rs231775 G>A polymorphism and NSCLC risk by sex, age, smoking status and alcohol consumption
| Variable | Adjusted ORb (95% CI); | ||||||
|---|---|---|---|---|---|---|---|
| GG | GA | AA | Additive model | Homozygote model | Dominant model | Recessive model | |
| Sex | |||||||
| Male | 132/292 | 123/241 | 31/54 | 1.16 (0.85–1.60); | 1.20 (0.71–2.02); | 1.18 (0.87–1.60); | 1.12 (0.68–1.85); |
| Female | 122/212 | 96/190 | 16/39 | 0.81 (0.58–1.14); | 0.64 (0.34–1.20); | 0.78 (0.56–1.08); | 0.70 (0.38–1.29); |
| Age | |||||||
| < 60 | 114/237 | 103/195 | 21/43 | 1.13 (0.80–1.59); | 1.01 (0.56–1.82); | 1.11 (0.80–1.53); | 0.95 (0.54–1.68); |
| ≥ 60 | 140/267 | 116/236 | 26/50 | 0.89 (0.65–1.23); | 0.88 (0.51–1.51); | 0.90 (0.66–1.21); | 0.93 (0.55–1.57); |
| Smoking status | |||||||
| Never | 155/407 | 137/346 | 24/73 | 0.98 (0.74–1.30); | 0.82 (0.50–1.37); | 0.96 (0.73–1.25); | 0.83 (0.51–1.36); |
| Ever | 99/97 | 82/85 | 23/20 | 0.96 (0.63–1.45); | 1.10 (0.57–2.15); | 0.99 (0.67–1.46); | 1.13 (0.59–2.13); |
| Alcohol consumption | |||||||
| Never | 218/470 | 183/397 | 42/80 | 0.95 (0.74–1.22); | 1.04 (0.68–1.60); | 0.97 (0.77–1.23); | 1.07 (0.71–1.61); |
| Ever | 36/34 | 36/34 | 5/13 | 1.13 (0.56–2.29); | 0.38 (0.12–1.20); | 0.90 (0.47–1.74); | 0.36 (0.12–1.08); |
| BMI(kg/m2) | |||||||
| < 24 | 162/249 | 148/238 | 27/58 | 0.99 (0.74–1.34); | 0.69 (0.41–1.16); | 0.93 (0.70–1.23); | 0.69 (0.42–1.13); |
| ≥ 24 | 92/255 | 71/193 | 20/35 | 0.94 (0.64–1.36); | 1.50 (0.81–2.80); | 1.04 (0.73–1.47); | 1.56 (0.86–2.85); |
aThe genotyping was successful in 520 (99.81%) NSCLC cases, and 1028 (99.81%) controls for CTLA-4 rs231775 G>A; bAdjusted for age, sex, BMI, smoking status and alcohol consumption (besides stratified factors accordingly) in a logistic regression model;
Stratified analyses between CTLA-4 rs733618 T>C polymorphism and NSCLC risk by sex, age, smoking status and alcohol consumption
| Variable | Adjusted ORb (95% CI); | ||||||
|---|---|---|---|---|---|---|---|
| TT | TC | CC | Additive model | Homozygote model | Dominant model | Recessive model | |
| Sex | |||||||
| Male | 94/211 | 149/271 | 44/105 | 1.28 (0.91–1.79); | 1.06 (0.67–1.67); | 1.22 (0.88–1.67); | 0.91 (0.61–1.38); |
| Female | 78/159 | 118/210 | 38/73 | 1.19 (0.83–1.70); | 1.14 (0.70–1.85); | 1.17 (0.84–1.65); | 1.03 (0.67–1.59); |
| Age | |||||||
| < 60 | 81/163 | 114/226 | 43/86 | 1.01 (0.70–1.46); | 1.05 (0.66–1.69); | 1.02 (0.72–1.44); | 1.04 (0.68–1.59); |
| ≥ 60 | 91/207 | 153/255 | 39/92 | 1.45 (1.04–2.02); P: 0.030 | 1.09 (0.68–1.74); | 1.35 (0.99–1.86); | 0.87 (0.57–1.33); |
| Smoking status | |||||||
| Never | 106/295 | 165/380 | 46/152 | 1.24 (0.92–1.66); | 0.91 (0.61–1.37); | 1.15 (0.87–1.52); | 0.80 (0.56–1.16); |
| Ever | 66/75 | 102/101 | 36/26 | 1.19 (0.77–1.83); | 1.61 (0.88–2.97); | 1.27 (0.84–1.93); | 1.46 (0.84–2.53); |
| Alcohol consumption | |||||||
| Never | 149/331 | 225/449 | 70/168 | 1.12 (0.87–1.46); | 0.99 (0.69–1.41); | 1.08 (0.85–1.39); | 0.92 (0.67–1.27); |
| Ever | 23/39 | 42/32 | 12/10 | 2.27 (1.11–4.60); P: 0.024 | 2.23 (0.81–6.13); | 2.26 (1.15–4.43); P: 0.018 | 1.40 (0.56–3.54); |
| BMI (kg/m2) | |||||||
| < 24 | 112/212 | 173/250 | 52/84 | 1.29 (0.9–1.76); | 1.18 (0.77–1.81); | 1.26 (0.94–1.69); | 1.02 (0.69–1.51); |
| ≥ 24 | 60/158 | 94/231 | 30/94 | 1.11 (0.75–1.65); | 0.95 (0.56–1.60); | 1.07 (0.73–1.55); | 0.89 (0.56–1.42); |
a The genotyping was successful in 521 (100.00%) NSCLC cases, and 1029 (99.90%) controls for CTLA-4 rs733618 T>C; b Adjusted for age, sex, BMI, smoking status and alcohol consumption (besides stratified factors accordingly) in a logistic regression model.
CTLA4 haplotype frequencies (%) in cases and controls and risk of NSCLC
| Haplotypes | case ( | control ( | Crude OR (95% CI) | |||
|---|---|---|---|---|---|---|
| % | % | |||||
| C G G C | 430 | 41.35 | 836 | 40.66 | Reference | |
| C G G T | 285 | 27.40 | 595 | 28.94 | 0.93 (0.78–1.12) | 0.445 |
| C A A T | 189 | 18.17 | 374 | 18.19 | 0.98 (0.80–1.21) | 0.869 |
| T A G T | 123 | 11.83 | 239 | 11.62 | 1.00 (0.78–1.28) | 0.996 |
| Others | 13 | 1.25 | 12 | 0.58 | 2.11 (0.95–4.66) | 0.060 |
With the order of CTLA4 rs16840252 C>T, rs231775 G>A, rs3087243 G>A and rs733618 T>C in gene position.
Stratified analyses between CTLA-4 rs16840252 C>T polymorphism and NSCLC risk by sex, age, BMI, smoking status and alcohol consumption
| Variable | Adjusted ORb (95% CI); | ||||||
|---|---|---|---|---|---|---|---|
| CC | CT | TT | Additive model | Homozygote model | Dominant model | Recessive model | |
| Sex | |||||||
| Male | 214/462 | 65/121 | 8/4 | 1.23 (0.85–1.78); | 3.22 (0.90–11.54); | 1.31 (0.92–1.87); | 3.08 (0.86–10.99); |
| Female | 186/329 | 46/107 | 2/6 | 0.70 (0.47–1.04); | 0.39 (0.07–2.04); | 0.68 (0.46–1.00); | 0.43 (0.08–2.24); |
| Age | |||||||
| < 60 | 177/367 | 56/102 | 5/6 | 1.08 (0.73–1.60); | 1.27 (0.37–4.37); | 1.09 (0.75–1.60); | 1.25 (0.37–4.28); |
| ≥ 60 | 223/424 | 55/126 | 5/4 | 0.84 (0.58–1.22); | 1.49 (0.38–5.92); | 0.87 (0.61–1.25); | 1.55 (0.39–6.13); |
| Smoking status | |||||||
| Never | 245/631 | 70/188 | 2/8 | 0.94 (0.68–1.29); | 0.46 (0.10–2.22); | 0.91 (0.67–1.25); | 0.47 (0.10–2.25); |
| Ever | 155/160 | 41/40 | 8/2 | 1.04 (0.64–1.71); | 4.10 (0.84–19.97); | 1.18 (0.74–1.90); | 4.07 (0.84–19.72); |
| Alcohol consumption | |||||||
| Never | 343/731 | 91/210 | 10/7 | 0.96 (0.72–1.27); | 2.04 (0.74–5.62); | 1.00 (0.76–1.32); | 2.06 (0.75–5.66); |
| Ever | 57/60 | 20/18 | 0/3 | 1.05 (0.50–2.23); | - | 0.90 (0.44–1.87); | - |
| BMI(kg/m2) | |||||||
| < 24 | 256/410 | 74/127 | 7/9 | 0.98 (0.70–1.38); | 1.02 (0.37–2.84); | 0.98 (0.71–1.36); | 1.02 (0.37–2.84); |
| ≥ 24 | 144/381 | 37/101 | 3/1 | 0.94 (0.61–1.45); | 5.70 (0.53–61.80); | 0.99 (0.65–1.53); | 5.77 (0.53–62.46); |
aThe genotyping was successful in 521 (100.00%) NSCLC cases, and 1029 (99.90%) controls for CTLA-4 rs16840252 C>T; bAdjusted for age, sex, BMI, smoking status and alcohol consumption (besides stratified factors accordingly) in a logistic regression model.