| Literature DB >> 34262868 |
Taxiarchis Konstantinos Nikolouzakis1, Elena Vakonaki2, Polychronis D Stivaktakis2, Athanasios Alegakis2, Aikaterini Berdiaki3, Nikolaos Razos1, John Souglakos4, Aristidis Tsatsakis5, John Tsiaoussis1.
Abstract
PURPOSE: Due to the current practice on colorectal cancer (CRC) management, chemoresistance is most often recognized at the end of the treatment. Therefore, effective and easy-to-use prognostic biomarkers are needed. EXPERIMENTALEntities:
Keywords: biomarkers; locally advanced rectal cancer; metastatic colorectal cancer; micronuclei frequency; prognosis; telomerase activity
Year: 2021 PMID: 34262868 PMCID: PMC8274420 DOI: 10.3389/fonc.2021.683605
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 6.244
Figure 1CONSORT flow diagram of our study.
Patient characteristics for MNf and TA groups are presented [sex, age, ECOG performance status, chemotherapy, biologic agent, disease response based on the RECIST criteria, KRAS status, NRAS status, BRAF status, mismatch repair (MMR) status, location of the primary lesion, number of metastatic sites].
| MNf | p | TA | P | ||||
|---|---|---|---|---|---|---|---|
| mCRC | laRC | mCRC | laRC | ||||
|
| 55 | 21 | 23 | 5 | |||
|
|
| 28 (50.9) | 16 (76.2) | 0.068 | 9 (39.0) | 3 (60.0) | 0.393 |
|
| 27 (49.1) | 5 (23.8) | 14 (61.0) | 2 (40.0) | |||
|
|
| 0 (0.0) | 1 (4.8) | 0.435 | 1 (4.8) | 1 (20.0) | 0.173 |
|
| 13 (23.6) | 5 (23.8) | 5 (23.8) | 3 (60.0) | |||
|
| 24 (43.6) | 8 (38.1) | 8 (38.1) | 1 (20.0) | |||
|
| 18 (32.7) | 7 (33.3) | 7 (33.3) | 0 (0.0) | |||
|
|
| 22 (95.6) | 47 (85.5) | 0.199 | 19 (86.4) | 5 (100.0) | 0.08 |
|
| 1 (4.3) | 8 (14.5) | 3 (13.6) | 0 (0.0) | |||
|
|
| 29 (52.7) | 12 (57.0) | 0.98* | 10 (43.5) | 4 (80.0) | 0.14* |
|
| 22 (40.0) | 0 (0.0) | 13 (36.3) | 0 (0.0) | |||
|
| 4 (7.3) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |||
|
| 0 (0.0) | 9 (43.0) | 0 (0.0) | 1 (20.0) | |||
|
|
| 19 (34.5) | NA | 7 (30.0) | NA | ||
|
| 5 (9.0) | 5 (22.0) | |||||
|
| 9 (16.5) | 6 (26.0) | |||||
|
| 7 (12.7) | 0 (0.0) | |||||
|
| 15 (27.2) | 5 (22.0) | |||||
|
|
| 13 (23.6) | 2 (9.8) | 0.08 | 6 (20.0) | 0 (0.0) | 0.25 |
|
| 18 (32.7) | 5 (23.8) | 7 (30.0) | 3 (60.0) | |||
|
| 23 (41.8) | 11 (52.4) | 9 (40.0) | 1 (20.0) | |||
|
| 1 (1.8) | 3 (14.3) | 1 (4.0) | 1 (20.0) | |||
|
|
| 25 (45.5) | 9 (39.1) | 0.61** | Unknown | ||
|
| 18 (32.7) | 6 (26.1) | *** | ||||
|
| 0 (0.0) | 0 (0.0) | |||||
|
| 1 (1.8) | 1 (4.3) | |||||
|
| 11 (20.0) | 7 (30.4) | |||||
|
|
| 42 (76.4) | 15 (65.2) | 0.31** | Unknown | ||
|
| 2 (3.6) | 2 (8.7) | |||||
|
| 11 (20.0) | 6 (26.1) | |||||
|
|
| 41 (74.5) | 15 (65.2) | 0.48** | Unknown | ||
|
| 4 (7.3) | 1 (4.3) | |||||
|
| 11 (20.0) | 7 (30.4) | |||||
|
|
| 12 (58.2) | 21 (91.3) | 0.01 | Unknown | ||
|
| 2 (3.6) | 1 (4.3) | |||||
|
| 21 (38.2) | 1 (4.2) | |||||
|
|
| 42 (76.4) | 19 (83.0) | 0.54 | 21 (100) | 5 (100) | NA |
|
| 13 (23.6) | 4 (17.0) | 0 (0.0) | 0 (0.0) | |||
|
|
| 3.6/4.4 | NA | NA*** | |||
|
| 3.2/3.5 | ||||||
|
| 0/3.2 | 0/3.2 (0–6) | |||||
|
| 0/3.6 | ||||||
*p-values from comparison of FOLFOX with the rest of chemotherapies, *p-values from comparison between wild-type and mutations,***Unknown: There were no data , ****NA, not applicable.
Statistical analysis of the mean BNMN and MNf of healthy controls and (A) mCRC/laRC patients at the beginning (before).
| Groups | BN cells scored | Mean ± SE | G | P | |
|---|---|---|---|---|---|
|
|
| 25,000 | 7.28 ± 1.06 | ||
|
| 55,000 | 29.3 ± 9.07 | 38.00 |
| |
|
| 21,000 | 26.4 ± 4.82 | 30.15 |
| |
|
|
| 25,000 | 8.18 ± 1.11 | ||
|
| 55,000 | 32.3 ± 9.97 | 41,1 |
| |
|
| 21,000 | 29.6 ± 5.21 | 33,76 |
| |
|
|
| 1.29 ± 0.03 | |||
|
| 1.32 ± 0.004 | ||||
|
| 1.36 ± 0.007 |
Values in bold font indicate statistically significant differences (P < 0.05) compared with the controls. G indicates 2POi ln(Oi/Ei), where ‘Oi’ is the observed frequency in a cell, ‘Ei’ is the expected frequency under the null hypothesis, ‘ln’ denotes the natural logarithm and the sum is taken over all non-empty cells. SE, standard error; BN, binucleated cells (for each patient 1,000 BN cells were scored); BNMN, binucleated cells with micronuclei.
Statistical analysis of the mean BNMN and MNf of laRC patients at the beginning (before), the end of the treatment (after) and after surgery (surgery) for all laRC patients and according to their disease response (progressive disease, stable disease, partial response and complete response).
| laRC | Sampling Point | BN cells scored | Mean ± SE | G | P | |
|---|---|---|---|---|---|---|
|
|
|
| 21,000 | 26.4 ± 4.82 | ||
|
| 21,000 | 16.9 ± 4.00 | 4,01 |
| ||
|
| 12,000 | 17.4 ± 3.57 | 3.57 | 0.06 | ||
|
|
| 21,000 | 29.6 ± 5.2 | |||
|
| 21,000 | 19.7 ± 4.7 | 3.85 |
| ||
|
| 12,000 | 20.8 ± 5.48 | 3.00 | 0.08 | ||
|
|
| 1.36 ± 0.007 | ||||
|
| 1.32 ± 0.003 | |||||
|
| 1.27 ± 0.003 | |||||
|
|
|
| 2,000 | 27.5 ± 6.36 | ||
|
| 2,000 | 21.5 ± 4.95 | 1.45 | 0.22 | ||
|
| 1,000 | 16.0 ± 5.1 | 5.80 |
| ||
|
|
| 2,000 | 31.3 ± 10.76 | |||
|
| 2,000 | 23.5 ± 6.36 | 1.35 | 0.24 | ||
|
| 1,000 | 17.0 ± 5.2 | 6.42 |
| ||
|
|
| 1.30 ± 0.001 | ||||
|
| 1.40 ± 0.005 | |||||
|
| 1.26 ± 0.002 | |||||
|
|
|
| 5,000 | 28.7 ± 4.72 | ||
|
| 5,000 | 19.7 ± 3.25 | 3.25 | 0.07 | ||
|
| 3,000 | 24.0 ± 4.24 | 0.83 | 0.36 | ||
|
|
| 5,000 | 32.7 ± 4.62 | |||
|
| 5,000 | 23.7 ± 4.72 | 2.82 | 0.09 | ||
|
| 3,000 | 27.0 ± 2.83 | 1.09 | 0.29 | ||
|
|
| 1.30 ± 0.001 | ||||
|
| 1.40 ± 0.005 | |||||
|
| 1.26 ± 0.002 | |||||
|
|
|
| 11,000 | 24.8 ± 4.14 | ||
|
| 11,000 | 14.9 ± 2.93 | 4.71 |
| ||
|
| 6,000 | 14.4 ± 2.64 | 5.25 |
| ||
|
|
| 11,000 | 27.8 ± 4.30 | |||
|
| 11,000 | 17.5 ± 3.18 | 4.50 |
| ||
|
| 6,000 | 17.9 ± 3.18 | 4.14 |
| ||
|
|
| 1.35 ± 0.008 | ||||
|
| 1.30 ± 0.001 | |||||
|
| 1.30 ± 0.010 | |||||
|
|
|
| 3,000 | 30.0 ± 6.25 | ||
|
| 3,000 | 18.7 ± 5.50 | 5.05 |
| ||
|
| 2,000 | 22.0 ± 4.24 | 2.41 | 0.11 | ||
|
|
| 3,000 | 33.7 ± 7.37 | |||
|
| 3,000 | 22.0 ± 6.08 | 4.77 |
| ||
|
| 2,000 | 22.0 ± 4.24 | 4.77 |
| ||
|
|
| 1.45 ± 0.001 | ||||
|
| 1.32 ± 0.001 | |||||
|
| 1.22 ± 0.001 |
Values in bold font indicate statistically significant differences (P < 0.05) compared with the controls or as indicated. G indicates 2POi ln(Oi/Ei), where ‘Oi’ is the observed frequency in a cell, ‘Ei’ is the expected frequency under the null hypothesis, ‘ln’ denotes the natural logarithm and the sum is taken over all non-empty cells. SE, standard error; BN, binucleated cells (for each patient 1,000 BN cells were scored); BNMN, binucleated cells with micronuclei.
Figure 2Percentual difference between middle and before measurements of MNf for metastatic colorectal cancer (mCRC) and locally advanced rectal cancer (laRC). * = extreme value as marked in SPSS.
Statistical analysis of the mean BNMN and MNf of mCRC patients at the beginning (before), the middle (inter) and at the end (after) of the treatment for all mCRC patients and according to their disease response (progressive disease, stable disease, partial response, and complete response).
| mCRC | Sampling Point | BN cells scored | Mean ± SE | G | P | |
|---|---|---|---|---|---|---|
|
|
|
| 55,000 | 29.3 ± 9.07 | ||
|
| 55,000 | 19.4 ± 6.86 | 3.90 |
| ||
|
| 55,000 | 19.6 ± 8.46 | 3.73 | 0.05 | ||
|
|
| 55,000 | 32.3 ± 9.97 | |||
|
| 55,000 | 22.2 ± 8.28 | 3.65 | 0.05 | ||
|
| 55,000 | 22.6 ± 9.72 | 3.35 | 0.06 | ||
|
|
| 1.32 ± 0.004 | ||||
|
| 1.32 ± 0.004 | |||||
|
| 1.30 ± 0.002 | |||||
|
|
|
| 13,000 | 28.8 ± 10.03 | ||
|
| 13,000 | 21.3 ± 6.3 | 2.20 | 0.14 | ||
|
| 13,000 | 20.9 ± 9.66 | 2.46 | 0.11 | ||
|
|
| 13,000 | 31.3 ± 10.76 | |||
|
| 13,000 | 24.6 ± 10.93 | 1.60 | 0.20 | ||
|
| 13,000 | 23.6 ± 10.92 | 2.13 | 0.14 | ||
|
|
| 1.29 ± 0.001 | ||||
|
| 1.32 ± 0.004 | |||||
|
| 1.31 ± 0.003 | |||||
|
|
|
| 18,000 | 30,2 ± 8,38 | ||
|
| 18,000 | 20,3 ± 6,4 | 3.77 | 0.05 | ||
|
| 18,000 | 20.1 ± 8.77 | 3.93 |
| ||
|
|
| 18,000 | 33.1 ± 9.35 | |||
|
| 18,000 | 23.1 ± 7.39 | 3.48 | 0.06 | ||
|
| 18,000 | 23 ± 10.02 | 3.55 | 0.06 | ||
|
|
| 1.32 ± 0.003 | ||||
|
| 1.31 ± 0.002 | |||||
|
| 1.30 ± 0.001 | |||||
|
|
|
| 23,000 | 29.0 ± 9.54 | ||
|
| 23,000 | 17.8 ± 5.98 | 5.15 |
| ||
|
| 23,000 | 18.7 ± 7.88 | 4.29 |
| ||
|
|
| 23,000 | 32,5 ± 10.51 | |||
|
| 23,000 | 20.6 ± 7.4 | 5.16 |
| ||
|
| 23,000 | 22.0 ± 9.30 | 3.94 |
| ||
|
|
| 1.33 ± 0.006 | ||||
|
| 1.31 ± 0.005 | |||||
|
| 1.30 ± 0.001 |
Values in bold font indicate statistically significant differences (P < 0.05) compared with the controls or as indicated. G indicates 2POi ln(Oi/Ei), where ‘Oi’ is the observed frequency in a cell, ‘Ei’ is the expected frequency under the null hypothesis, ‘ln’ denotes the natural logarithm and the sum is taken over all non-empty cells. SE, standard error; BN, binucleated cells (for each patient 1,000 BN cells were scored); BNMN, binucleated cells with micronuclei.
Sensitivity and specificity values for three different cutoff points of percentage difference of MNf.
| Limit | Outcome | |||||||
|---|---|---|---|---|---|---|---|---|
| Prog. (NT = 15) | S.D./P.R./C.R. (NT = 61) | Prog./S.D. (NT = 38) | P.R./C.R. (NT = 38) | |||||
| N | % | N | % | N | % | N | % | |
|
| 9 | 25.0% | 27 | 75.0% | 20 | 55.6% | 16 | 44.4% |
|
| 6 | 15.0% | 34 | 85.0% | 18 | 45.0% | 22 | 55.0% |
|
| 9 | 31.0% | 20 | 69.0% | 19 | 65.5% | 10 | 34.5% |
|
| 6 | 12.8% | 41 | 87.2% | 19 | 40.4% | 28 | 59.6% |
|
| 8 | 36.4% | 14 | 63.6% | 16 | 72.7% | 6 | 27.3% |
|
| 7 | 13.0% | 47 | 87.0% | 22 | 40.7% | 32 | 59.3% |
It can be seen that when the outcome is progressive disease vs stable/ partial/complete response, the best set of sensitivity–specificity is found at 29% difference between middle and initial MNf measurements (sensitivity 36.4% and specificity 87.0%). The highest specificity (87.2%) was found for 31% reduction of MNf. When the outcome was set between stable/progressive disease vs partial/complete response, the best set of sensitivity and specificity variables was found for 29% difference (sensitivity 72.7% and specificity 59.3%). NT, total number of patients; Prog., progression; S.D., stable disease; P.R., partial response; C.R., complete response.
Telomerase activity measured at three time points, before (before the initiation of the therapy), middle (at the middle of therapy for mCRC and at the end of therapy for laRC), and after (at the end of the therapy for mCRC and after surgery for laRC) is presented for all CRC cases.
| Telomerase Activity | n | Mean | SD | 95% | Minimum | Maximum | p | ||
|---|---|---|---|---|---|---|---|---|---|
| LL | UL | ||||||||
|
|
| 6 | 2.1 | 1.6 | 0.4 | 3.8 | 0.1 | 3.7 | 0.256 |
|
| 10 | 1.4 | 1.7 | 0.2 | 2.6 | 0.0 | 3.8 | ||
|
| 10 | 0.8 | 1.0 | 0.1 | 1.5 | 0.0 | 2.4 | ||
|
| 2 | 0.6 | 0.6 | −5.2 | 6.4 | 0.2 | 1.1 | ||
|
| 28 | 1.3 | 1.4 | 0.7 | 1.8 | 0.0 | 3.8 | ||
|
|
| 6 | 2.8 | 0.8 | 1.9 | 3.7 | 1.7 | 3.7 | 0.072 |
|
| 10 | 1.5 | 1.3 | 0.5 | 2.4 | 0.0 | 3.5 | ||
|
| 10 | 1.1 | 1.4 | 0.1 | 2.1 | 0.0 | 3.2 | ||
|
| 2 | 0.2 | 0.1 | −1.0 | 1.4 | 0.1 | 0.3 | ||
|
| 28 | 1.5 | 1.4 | 1.0 | 2.1 | 0.0 | 3.7 | ||
|
|
| 6 | 2.5 | 1.3 | 1.1 | 3.9 | 0.1 | 3.6 | 0.096 |
|
| 10 | 1.1 | 1.2 | 0.2 | 2.0 | 0.0 | 3.3 | ||
|
| 10 | 1.1 | 1.3 | 0.2 | 2.0 | 0.0 | 3.3 | ||
|
| 2 | 0.9 | 1.2 | −10.2 | 12.0 | 0.0 | 1.8 | ||
|
| 28 | 1.4 | 1.3 | 0.9 | 1.9 | 0.0 | 3.6 | ||
p-values were estimated with Kruskal–Wallis test. n, number of patients.
Figure 3Graphic representation of MNf in controls and the trends between sampling points for every patient. (A) Presentation of MNf trend for controls and all mCRC patients; (B) presentation of MNf trend for controls and laRC patients; (C) presentation of MNf trend for all patients (mCRC and laRC) with partial or complete response; (D) presentation of MNf trend for all patients (mCRC and laRC) with progressive disease.
Figure 4Graphical presentation of the various cellular cascades implicated in hTERT expression, telomerase activity, and telomere length. During transcription of hTERT gene, positive regulation is exerted via the PI3K/AKT/mTOR, the RAS/RAF/MEK/ERK 1/2, and the JAK/STAT pathways primarily on hTERT’s promoter. Another step of positive regulation is found during the translation and post translation phase of hTERT mRNA since the RAS/RAF/MEK/ERK pathway is described to regulate hTERT mRNA translation, while the PI3K/AKT/mTOR pathway seems to be involved post-translationally via direct phosphorylation of hTERT by AKT and HIF-1α. RAS, rat sarcoma; RAF, rapidly accelerated fibrosarcoma; MEK also known as MAP2K, MAPKK, mitogen-activated protein kinase kinase; ERK, also known as MAPK, extracellular signal-regulated kinase; PI3K, phosphatidylinositol 3-kinase; PKB, also known as Akt, protein kinase B; Mtor, mechanistic target of rapamycin kinase; HIF-1α, hypoxia-inducible factor-1α. Created with BioRender.com.