| Literature DB >> 31300050 |
Guifang Guo1,2,3, Yixing Wang4,5,6,7, Yixin Zhou4,5,6,7, Qi Quan4,5,6,7, Yijun Zhang4,5,6,7, Haohua Wang4,5,6,7, Bei Zhang8,9,10,11, Liangping Xia12,13,14,15.
Abstract
BACKGROUND: Immune cells play a key role in cancer progression and treatment. It is unclear whether the clinicopathologic characteristics and blood indexes of colorectal cancer (CRC) patients could predict immune cell concentrations in the tumor microenvironment.Entities:
Keywords: Blood indexes; Colorectal cancer; Immune cells; Immunoscore; Tumor microenvironment
Year: 2019 PMID: 31300050 PMCID: PMC6625045 DOI: 10.1186/s40425-019-0656-3
Source DB: PubMed Journal: J Immunother Cancer ISSN: 2051-1426 Impact factor: 13.751
Association between tumor markers and immune cells in the microenvironment
| Variable | CD3+ T cells in the CT | CD3+ T cells in the IM | CD8+ T cells in the CT | CD8+ T cells in the IM | Immunoscore | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| ||
| CEA | 11.00 (0.39–12,257.00) | 10.30 (0.56–3704.00) | 0.593 | 12.21 (0.39–12,257.00) | 8.53 (0.56–3704.00) | 0.120 | 12.53 (0.56–3704.00) | 7.89 (0.39–12,257.00) | 0.064 | 10.54 (0.39–9064) | 10.42 (0.56–12,257.00) | 0.983 | 11.34 (0.39–12,257.00) | 10.14 (0.56–3704.00) | 0.295 | |
| CA 19–9 | 26.01 (0.60–18,707.00) | 32.60 (0.60–20,000.00) | 0.145 | 28.29 (0.60–18,707.00) | 29.47 (0.60–20,000.00) | 0.861 | 29.97 (0.60–20,000.00) | 27.64 (0.60–18,707.00) | 0.378 | 30.35 (0.60–5956.00) | 27.64 (0.60–20,000.00) | 0.993 | 28.43 (0.60–18,707.00) | 30.33 (0.60–20,000.00) | 0.544 | |
CA 19–9 carbohydrate antigen 19–9, CEA carcinoembryonic antigen, CT core of the tumor, IM invasive margin
Association between inflammatory markers and immune cells in the microenvironment
| Variable | CD3+ T cells in the CT | CD3+ T cells in the IM | CD8+ T cells in the CT | CD8+ T cells in the IM | Immunoscore | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| |
| LDH | 171.70 (88.40–1957.80) | 181.20 (1.97–2461.60) | 0.508 | 177.85 (95.60–1957.80) | 174.50 (1.97–2461.60) | 0.615 | 171.05 (1.97–1856.80) | 177.05 (88.40–2461.60) | 0.427 | 174.15 (1.97–2461.60) | 176.55 (88.40–1957.80) | 0.430 | 174.50 (1.97–1957.80) | 175.75 (88.40–2461.60) | 0.777 |
| ALB | 40.15 (21.20–48.8) | 40.25 (28.10–47.20) | 0.926 | 39.75 (30.10–48.80) | 40.30 (21.20–47.20) | 0.558 | 40.35 (29.40–48.80) | 39.65 (21.20–47.60) | 0.402 | 40.25 (28.30–47.60) | 40.10 (21.20–48.80) | 0.923 | 40.45 (30.10–48.80) | 39.65 (21.20–47.20) | 0.228 |
| CRP | 4.80 (0.11–118.70) | 4.82 (0.16–157.88) | 0.759 | 4.36 (0.20–156.52) | 5.11 (0.11–157.88) | 0.582 | 3.99 (0.11–156.52) | 5.12 (0.40–157.88) | 0.163 | 4.40 (0.20–157.88) | 4.84 (0.11–156.52) | 0.931 | 4.00 (0.11–156.52) | 5.53 (0.16–157.88) | 0.164 |
| Neutrophils | 3.70 (0.50–14.80) | 3.80 (0.90–20.80) | 0.956 | 3.70 (0.50–10.80) | 3.85 (0.80–20.80) | 0.435 | 3.80 (0.50–20.80) | 3.70 (0.80–14.80) | 0.569 | 3.60 (0.50–11.50) | 3.90 (0.90–20.80) | 0.341 | 3.70 (0.50–11.50) | 4.05 (0.90–20.80) | 0.335 |
| Lymphocytes | 1.50 (0.40–13.70) | 1.50 (0.20–6.30) | 0.850 | 1.50 (0.40–13.70) | 1.50 (0.20–11.40) | 0.462 | 1.60 (0.50–6.30) | 1.42 (0.20–13.70) | 0.438 | 1.50 (0.40–13.70) | 1.50 (0.20–11.40) | 0.894 | 1.50 (0.40–13.70) | 1.40 (0.20–11.40) | 0.452 |
| Monocytes | 0.50 (0.20–1.60) | 0.50 (0.10–0.96) | 0.009 | 0.50 (0.10–1.60) | 0.50 (0.20–1.40) | 0.151 | 0.50 (0.20–1.05) | 0.50 (0.10–1.60) | 0.335 | 0.50 (0.20–1.00) | 0.50 (0.10–1.60) | 0.838 | 0.50 (0.20–1.60) | 0.50 (0.10–1.40) | 0.450 |
| Platelets | 238.00 (45.00–615.00) | 244.50 (10.30–1181.00) | 0.796 | 231.00 (45.00–1181.00) | 249.00 (10.30–1060.00) | 0.328 | 245.50 (79.00–1181.00) | 230.50 (10.30–594.00) | 0.310 | 235.00 (79.00–1060.00) | 247.50 (10.30–1181.00) | 0.169 | 241.50 (45.00–1181.00) | 241.00 (10.30–594.00) | 0.743 |
| NLR | 2.38 (0.21–16.75) | 2.60 (0.43–62.50) | 0.285 | 2.41 (0.21–16.75) | 2.55 (0.43–62.50) | 0.629 | 2.57 (0.43–16.00) | 2.47 (0.21–62.50) | 0.644 | 2.26 (0.21–16.75) | 2.53 (0.43–62.50) | 0.269 | 2.41 (0.21–16.75) | 2.61 (0.43–62.50) | 0.156 |
| PLR | 156.13 (7.58–541.70) | 165.48 (7.92–984.17) | 0.398 | 159.41 (7.58–984.17) | 163.09 (7.92–581.11) | 0.412 | 158.64 (25.56–984.17) | 168.98 (7.58–530.00) | 0.964 | 162.24 (7.58–530.00) | 165.40 (7.92–984.17) | 0.277 | 159.03 (7.58–984.17) | 165.56 (7.92–581.11) | 0.297 |
| LMR | 2.80 (0.90–22.83) | 3.08 (0.40–12.60) | 0.057 | 2.82 (0.90–22.83) | 3.00 (0.40–9.50) | 0.157 | 3.00 (1.00–12.60) | 2.81 (0.40–22.83) | 0.346 | 2.88 (0.80–22.83) | 3.00 (0.40–10.00) | 0.750 | 2.85 (0.90–22.83) | 3.00 (0.40–10.00) | 0.5853 |
ALB albumin, CRP C-reactive protein, CT core of the tumor; IM invasive margin, LDH lactate dehydrogenase, LMR lymphocyte-to-monocyte ratio, NLR neutrophil-to-lymphocyte ratio, PLR platelet-to-lymphocyte ratio
Association between lipid metabolism markers and immune cells in the microenvironment
| Variable | CD3+ T cells in the CT | CD3+ T cells in the IM | CD8+ T cells in the CT | CD8+ T cells in the IM | Immunoscore | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| ||
| CHO | 4.97 (1.91–15.30) | 4.90 (1.97–10.28) | 0.801 | 5.00 (1.91–15.30) | 4.82 (1.97–10.28) | 0.487 | 4.88 (2.92–15.30) | 4.88 (1.91–14.97) | 0.796 | 4.93 (1.97–10.28) | 4.86 (1.91–15.30) | 0.990 | 4.98 (1.91–15.30) | 4.80 (1.97–10.28) | 0.386 | |
| TG | 1.08 (0.44–4.83) | 1.15 (0.52–5.82) | 0.959 | 1.12 (0.44–4.83) | 1.13 (0.52–5.82) | 0.797 | 1.07 (0.53–4.92) | 1.14 (0.44–5.82) | 0.386 | 1.13 (0.52–5.82) | 1.10 (0.44–3.76) | 0.365 | 1.09 (0.44–4.92) | 1.13 (0.52–5.82) | 0.986 | |
| HDL-C | 1.13 (0.59–2.73) | 1.18 (0.30–2.19) | 0.475 | 1.18 (0.59–2.73) | 1.14 (0.30–2.17) | 0.410 | 1.18 (0.68–2.73) | 1.13 (0.30–2.43) | 0.364 | 1.14 (0.30–2.19) | 1.17 (0.59–2.73) | 0.627 | 1.18 (0.59–2.73) | 1.14 (0.30–2.17) | 0.679 | |
| LDL-C | 3.06 (0.77–13.48) | 3.10 (0.80–126.10) | 0.758 | 3.04 (0.77–13.48) | 3.12 (0.80–126.10) | 0.861 | 3.05 (0.77–126.10) | 3.01 (0.80–13.48) | 0.819 | 3.13 (0.80–126.10) | 3.00 (0.77–13.48) | 0.735 | 3.13 (0.77–126.10) | 3.00 (0.80–8.56) | 0.394 | |
| ApoA1 | 1.17 (0.58–2.06) | 1.24 (0.44–2.11) | 0.022 | 1.18 (0.58–1.77) | 1.26 (0.44–2.11) | 0.002 | 1.21 (0.58–2.11) | 1.18 (0.44–2.06) | 0.192 | 1.20 (0.44–2.06) | 1.19 (0.63–2.11) | 0.498 | 1.19 (0.58–2.06) | 1.22 (0.44–2.11) | 0.280 | |
| ApoB | 0.97 (0.32–2.80) | 0.98 (0.39–2.08) | 0.828 | 0.97 (0.32–2.80) | 0.97 (0.44–2.11) | 0.929 | 0.97 (0.39–1.69) | 0.97 (0.32–2.80) | 0.408 | 0.97 (0.39–2.08) | 0.97 (0.32–2.80) | 0.832 | 0.98 (0.32–2.80) | 0.96 (0.39–2.08) | 0.801 | |
ApoA1 apolipoprotein A1, ApoB apolipoprotein B, CHO cholesterol, CT core of the tumor, HDL high-density lipoprotein, IM invasive margin, LDL low-density lipoprotein, TG triglyceride
Basic clinicopathological molecular characteristics of 240 colorectal cancer patients
| Variable | No. of patients (%) |
|---|---|
| Sex | |
| Male | 146 (60.8%) |
| Female | 94 (39.2%) |
| Age | |
| < 75 | 206 (85.8%) |
| ≥ 75 | 34 (14.2%) |
| Location | |
| Right | 66 (27.5%) |
| Left | 174 (72.5%) |
| Pathological differentiation | |
| Poor | 77 (32.1%) |
| Moderate | 159 (66.3%) |
| Well | 4 (1.7%) |
| T stage | |
| T2 | 11 (4.6%) |
| T3 | 143 (59.6%) |
| T4 | 74 (30.8%) |
| NA | 12 (5.0%) |
| N stage | |
| N0 | 73 (30.4%) |
| N1 | 71 (29.6%) |
| N2 | 70 (29.2%) |
| NA | 26 (10.8%) |
| M stage | |
| M0 | 49 (20.6%) |
| M1 | 191 (79.6%) |
| Stage | |
| I | 0 (0.0%) |
| II | 14 (5.8%) |
| III | 32 (13.3%) |
| IV | 191 (79.6) |
| MS | |
| MSS | 158 (65.8%) |
| MSI | 6 (2.5%) |
| NA | 76 (31.7%) |
| KRAS | |
| Wild-type | 48 (20.0%) |
| Mutation-type | 33 (13.7%) |
| NA | 159 (66.3%) |
| NRAS | |
| Wild-type | 46 (19.2%) |
| Mutation-type | 1 (0.4%) |
| NA | 193 (80.4%) |
| HRAS | |
| Wild-type | 46 (19.2%) |
| Mutation-type | 0 (0.0%) |
| NA | 194 (80.8%) |
| BRAF | |
| Wild-type | 59 (24.6%) |
| Mutation-type | 1 (0.4%) |
| NA | 180 (75.0%) |
NA not applicable
Fig. 1Representative immunohistochemical images of CD3+ and CD8+ T cells in the core of the tumor (CT) and in the invasive margin (IM) of colorectal cancer (200×). a, b Representative images of high-density and low-density CD3+ T cells in the center of the colorectal cancer; c, d Representative images of high-density and low-density CD3+ T cells in the invasive margin of the colorectal cancer; e, f Representative images of high-density and low-density CD8+ T cells in the center of the colorectal cancer; g, h Representative images of high-density and low-density CD8+ T cells in the invasive margin of the colorectal cancer
Association between basic characteristics and immune cells in the microenvironment
| Variable | CD3+ T cells in the CT | CD3+ T cells in the IM | CD8+ T cells in the CT | CD8+ T cells in the IM | Immunoscore | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| Low | High |
| ||
| Sex | 0.894 | 1.000 | 0.355 | 0.895 | 0.326 | |||||||||||
| Male | 146 | 70 (49.3%) | 72 (50.7%) | 71 (50.0%) | 71 (50.0%) | 69 (47.3%) | 77 (52.7%) | 72 (49.3%) | 74 (50.7%) | 90 (63.4%) | 52 (36.6%) | |||||
| Female | 94 | 48 (51.1%) | 46 (48.9%) | 47 (50.0%) | 47 (50.0%) | 51 (54.3%) | 43 (45.7%) | 48 (51.1%) | 46 (48.9%) | 66 (70.2%) | 28 (29.8%) | |||||
| Age | 0.354 | 0.015 | 0.355 | 0.041 | 0.011 | |||||||||||
| < 75 | 206 | 98 (48.5%) | 104 (51.5%) | 94 (46.5%) | 108 (53.3%) | 100 (48.5%) | 106 (51.5%) | 97 (47.1%) | 109 (52.9%) | 127 (62.9%) | 75 (37.1%) | |||||
| ≥75 | 34 | 20 (58.8%) | 14 (41.2%) | 24 (70.6%) | 10 (29.4%) | 20 (58.8%) | 14 (41.2%) | 23 (67.6%) | 11 (32.3%) | 29 (85.3%) | 5 (14.7%) | |||||
| Location | 0.464 | 0.661 | 0.312 | 0.014 | 0.020 | |||||||||||
| Right | 66 | 35 (54.7%) | 29 (45.3%) | 34 (53.1%) | 30 (46.9%) | 37 (56.1%) | 29 (43.9%) | 42 (63.6%) | 24 (37.4%) | 50 (78.1%) | 14 (21.9%) | |||||
| Left | 174 | 83 (48.3%) | 89 (51.7%) | 84 (48.8%) | 88 (51.2%) | 83 (47.7%) | 91 (52.3%) | 78 (44.8%) | 96 (55.2%) | 106 (61.6%) | 66 (38.4%) | |||||
| Pathological differentiation | 1.000 | 1.000 | 0.580 | 0.580 | 0.883 | |||||||||||
| Poor | 77 | 38 (49.4%) | 39 (50.6%) | 39 (50.6%) | 38 (49.4%) | 36 (46.8%) | 41 (53.2%) | 36 (46.8%) | 41 (53.2%) | 50 (64.9%) | 27 (35.1%) | |||||
| Moderate and well | 163 | 80 (44.7%) | 79 (55.3%) | 79 (49.7%) | 80 (50.3%) | 84 (51.3%) | 79 (48.7%) | 84 (51.3%) | 79 (48.7%) | 106 (66.7%) | 53 (33.3%) | |||||
| T stage | 0.480 | 0.672 | 0.034 | 0.572 | 0.453 | |||||||||||
| T1 + T2 + T3 | 154 | 75 (49.7%) | 76 (50.3%) | 76 (50.3%) | 75 (49.7%) | 82 (51.9%) | 72 (48.1%) | 72 (46.8%) | 82 (53.2%) | 102 (67.5%) | 49 (32.5%) | |||||
| T4 | 74 | 40 (54.8%) | 33 (44.6%) | 39 (61.9%) | 34 (38.1%) | 28 (37.8%) | 46 (62.2%) | 38 (51.4%) | 36 (48.6%) | 45 (61.6%) | 28 (38.4%) | |||||
| NA | 12 | |||||||||||||||
| N stage | 0.060 | 0.080 | 0.566 | 0.774 | 0.221 | |||||||||||
| No | 73 | 31 (43.7%) | 40 (56.3%) | 32 (45.1%) | 39 (54.9%) | 32 (43.8%) | 41 (56.2%) | 32 (43.8%) | 41 (56.2%) | 42 (59.2%) | 29 (40.8%) | |||||
| N1 + N2 | 141 | 80 (57.6%) | 59 (42.4%) | 81 (58.2%) | 58 (41.8%) | 68 (48.2%) | 73 (51.8%) | 65 (46.1%) | 76 (53.9%) | 95 (68.3%) | 44 (31.7%) | |||||
| NA | 26 | |||||||||||||||
| M stage | 0.328 | 0.102 | 0.337 | 0.749 | 0.606 | |||||||||||
| M0 | 49 | 27 (57.4%) | 20 (42.6%) | 29 (61.7%) | 18 (38.3%) | 21 (42.9%) | 28 (57.1%) | 26 (53.1%) | 23 (46.9%) | 33 (70.2%) | 14 (29.88%) | |||||
| M1 | 191 | 91 (47.6%) | 98 (52.4%) | 89 (47.1%) | 100 (62.9%) | 99 (51.8%) | 92 (48.2%) | 94 (49.2%) | 97 (50.8%) | 123 (65.1%) | 66 (34.9%) | |||||
| MS | 0.429 | 1.000 | 0.682 | 1.000 | 1.000 | |||||||||||
| MSS | 158 | 73 (47.4%) | 81 (52.6%) | 73 (47.4%) | 81 (52.6%) | 80 (50.6%) | 78 (49.4%) | 75 (47.5%) | 83 (52.5%) | 97 (61.4%) | 57 (38.6%) | |||||
| MSI | 6 | 4 (66.7%) | 2 (33.3%) | 3 (50%) | 3 (50%) | 2 (33.3%) | 4 (66.7%) | 3 (33.3%) | 3 (33.3%) | 4 (66.7%) | 2 (33.3%) | |||||
| NA | 76 | |||||||||||||||
| KRAS | 0.161 | 0.470 | 0.176 | 0.262 | 0.103 | |||||||||||
| W | 48 | 15 (31.9%) | 32 (68.1%) | 15 (31.9%) | 32 (68.1%) | 21 (43.8%) | 27 (56.2%) | 21 (43.8%) | 27 (56.2%) | 22 (46.8%) | 25 (53.2%) | |||||
| M | 33 | 15 (48.4%) | 16 (51.6%) | 15 (45.5%) | 18 (64.5%) | 20 (60.6%) | 13 (39.4%) | 19 (57.6%) | 14 (42.4%) | 21 (67.7%) | 10 (32.3%) | |||||
| NA | 159 | |||||||||||||||
CT core of the tumor, IM invasive margin, NA not applicable
Fig. 2Correlations between the CEA level, number of monocytes, LMR, ApoA1 and density of immune cells in the tumor microenvironment. a The density of CD8+ T cells in the core of the tumor showed a tendency that correlated with the level of CEA in the blood, with a coefficient of − 0.135 (P = 0.037). b The density of CD3+ T cells in the core of the tumor was significantly related to the LMR, with a coefficient of 0.135 (P = 0.038). c The density of CD3+ T cells in the core of the tumor showed a tendency that correlated with the number of monocytes in the blood, with a coefficient of − 0.127 (P = 0.052). d The densities of CD3+ T cells in the core of the tumor showed a tendency that correlated with ApoA1, with a coefficient of 0.127 (P = 0.051). e The densities of CD3+ T cells in the invasive margin were correlated with ApoA1, with a coefficient of 0.169 (P = 0.010)