Background
Methods
Study design
Participants
Collection of baseline data
Collection and processing of samples
RNA extraction and quality control
Microarray detection of circRNAs
Bioinformatics analysis
Validation of 20 candidate circRNAs by qPCR
Characteristics | Stage I (N = 4) | Stage II (N = 60) |
---|---|---|
Age, years, mean (SD) | 64.5 (4.5) | 60.0 (9.4) |
Gender (male/female), No. | 2/2 | 37/23 |
Immunoglobulin subtype, No. (%) | ||
IgG | 2 (50.0) | 32 (53.3) |
IgA | 0 (0.0) | 14 (23.4) |
IgM | 0 (0.0) | 1 (1.7) |
IgD | 1 (25.0) | 2 (3.3) |
Bence-Jones protein | 1 (25.0) | 11 (18.3) |
Bone lesion, No. (%) | 3 (75.0) | 42 (70.0) |
Laboratory indexes, median (IQR) | ||
Hb (g/dL) | 11.1 (8.7–13.5) | 10.3 (9.0–11.8) |
Calcium (mg/dL) | 11.8 (8.9–12.1) | 10.4 (9.1–11.7) |
Scr (mg/dL) | 1.6 (1.4–1.7) | 1.6 (1.3–1.9) |
ALB (mg/dL) | 4.1 (3.7–4.5) | 3.8 (3.2–4.5) |
β2-MG (mg/L) | 2.8 (1.2–4.2) | 4.7 (2.8–9.0) |
LDH (U/L) | 170.6 (128.6–348.1) | 183.1 (151.9–214.1) |
Durie-Salmon stage, No. (%) | ||
I | 0 (0.0) | 2 (3.3) |
II | 2 (50.0) | 32 (53.4) |
III | 2 (50.0) | 26 (43.3) |
ISS stage, No. (%) | ||
I | 1 (25.0) | 13 (21.7) |
II | 2 (50.0) | 21 (35.0) |
III | 1 (25.0) | 26 (43.3) |
Cytogenetics, No. (%) | ||
t (4; 14) | 0 (0.0) | 6 (10.0) |
t (14; 16) | 0 (0.0) | 7 (11.7) |
Del (17p) | 0 (0.0) | 5 (8.3) |
Treatment and follow up
Statistical analysis
Results
Baseline characteristics of MM patients in stage I and stage II respectively
circRNA | Alias | Probe | Type | Chromosome | Start | End | Log2FC | P value | Adjusted P value | Gene Symbol | Trend |
---|---|---|---|---|---|---|---|---|---|---|---|
hsa_circRNA_104700 | hsa_circ_0005273 | ASCRP004952 | exonic | chr8 | 141,710,989 | 141,716,304 | 3.409915 | 4.27E-05 | 0.002753 | PTK2 | UP |
hsa_circRNA_102913 | hsa_circ_0058058 | ASCRP003221 | exonic | chr2 | 216,177,220 | 216,190,861 | 2.939907 | 0.000842 | 0.01638 | ATIC | UP |
hsa_circRNA_104181 | hsa_circ_0077765 | ASCRP004454 | exonic | chr6 | 125,366,356 | 125,398,004 | 2.927002 | 0.000841 | 0.01638 | RNF217 | UP |
hsa_circRNA_100033 | hsa_circ_0009581 | ASCRP000423 | exonic | chr1 | 8,555,122 | 8,601,377 | 2.343938 | 0.002566 | 0.031823 | RERE | UP |
hsa_circRNA_103276 | hsa_circ_0064136 | ASCRP003574 | exonic | chr3 | 9,482,139 | 9,506,356 | 2.255827 | 2.83E-05 | 0.002231 | SETD5 | UP |
hsa_circRNA_101695 | hsa_circ_0007146 | ASCRP002042 | exonic | chr16 | 5,077,135 | 5,078,186 | 2.247917 | 0.000244 | 0.007711 | NAGPA | UP |
hsa_circRNA_104134 | hsa_circ_0004136 | ASCRP004407 | exonic | chr6 | 73,713,630 | 73,751,785 | 2.232947 | 9.65E-05 | 0.004596 | KCNQ5 | UP |
hsa_circRNA_104640 | hsa_circ_0001806 | ASCRP004893 | exonic | chr8 | 68,018,139 | 68,028,357 | 2.221722 | 0.00036 | 0.009799 | CSPP1 | UP |
hsa_circRNA_100542 | hsa_circ_0017639 | ASCRP000922 | exonic | chr10 | 7,290,509 | 7,327,916 | 2.132697 | 6.32E-05 | 0.003752 | SFMBT2 | UP |
hsa_circRNA_101287 | hsa_circ_0008274 | ASCRP001647 | exonic | chr13 | 96,485,180 | 96,489,456 | 2.118815 | 0.004029 | 0.041781 | UGGT2 | UP |
hsa_circRNA_105034 | hsa_circ_0001947 | ASCRP005281 | exonic | chrX | 147,743,428 | 147,744,289 | −4.46399 | 3.17E-06 | 0.000578 | AFF2 | DOWN |
hsa_circRNA_104980 | hsa_circ_0001910 | ASCRP005227 | exonic | chrX | 10,031,484 | 10,066,619 | −4.12073 | 4.21E-07 | 0.000174 | WWC3 | DOWN |
hsa_circRNA_101280 | hsa_circ_0000497 | ASCRP001641 | exonic | chr13 | 78,293,666 | 78,327,493 | −3.99021 | 2.15E-07 | 0.000126 | SLAIN1 | DOWN |
hsa_circRNA_100526 | hsa_circ_0004277 | ASCRP000907 | exonic | chr10 | 1,125,950 | 1,126,416 | −3.95344 | 1.73E-07 | 0.000126 | WDR37 | DOWN |
hsa_circRNA_100527 | hsa_circ_0017446 | ASCRP000908 | exonic | chr10 | 1,125,950 | 1,132,297 | −3.95022 | 2.21E-07 | 0.000126 | WDR37 | DOWN |
hsa_circRNA_103106 | hsa_circ_0007609 | ASCRP003410 | exonic | chr20 | 62,559,687 | 62,562,375 | −3.8805 | 2.07E-07 | 0.000126 | DNAJC5 | DOWN |
hsa_circRNA_103765 | hsa_circ_0071375 | ASCRP004055 | exonic | chr4 | 166,141,085 | 166,184,511 | −3.31029 | 5.36E-06 | 0.000749 | KLHL2 | DOWN |
hsa_circRNA_101648 | hsa_circ_0000651 | ASCRP001997 | exonic | chr15 | 90,982,563 | 90,986,710 | −3.28088 | 3.21E-07 | 0.000163 | IQGAP1 | DOWN |
hsa_circRNA_100731 | hsa_circ_0020594 | ASCRP001105 | exonic | chr11 | 133,583 | 134,947 | −3.25608 | 0.000108 | 0.004888 | AL137655 | DOWN |
hsa_circRNA_104689 | hsa_circ_0001824 | ASCRP004941 | exonic | chr8 | 131,164,981 | 131,181,313 | −3.24653 | 2.21E-07 | 0.000126 | ASAP1 | DOWN |
Identification of differentially expressed circRNAs in MM by microarray
GO and KEGG enrichment analysis based on located genes and target miRNAs of dysregulated circRNAs in MM
Top 10 upregulated and top 10 downregulated circRNAs in MM patient compared with HCs by microarray and regulation network of these circRNAs
Genes | Species | Forward (5′- > 3′) | Reverse (5′- > 3′) |
---|---|---|---|
Circ-PTK2 | Human | GCGTCTAATCCGACAGCAACA | AGAGATGCCTGACCTGGATAGA |
Circ-ATIC | Human | GCCAGTTAGCCTTGAAGCCTTA | CAGGAAATCCCGTCAACTCAGA |
Circ-RNF217 | Human | AGTGCGAGGGTCAGTCTGT | ATGGCTTGGTGCTGGAATCA |
Circ-RERE | Human | AACGACTGTGACCTCCTTATGT | TGTTCAGCCTCCTTGTCTCAG |
Circ-SETD5 | Human | CCACACCTGGCTCATCTCAC | CCCAGCCCTCAGTTGTATTCTC |
Circ-NAGPA | Human | TTCACCAGCCAGGACAACAT | CCACAGTCCAGCTCATCACA |
Circ-KCNQ5 | Human | AGAGGATGGCAAGGAAGACTGA | ACTCCAGGATCAAGAGGCAACT |
Circ-CSPP1 | Human | CTGTCCCACCCATCCCATCA | CGTCTCTTGTTCCTCTGTTGCT |
Circ-SFMBT2 | Human | TCTCCTGCGTCGGTGACTAAG | CCACATAGCGAAGGCGTAATCT |
Circ-UGGT2 | Human | GGTGGAGTATGATGCTGAGATAAGA | AGAGACTTAATGGCGACTTGGTAA |
Circ-AFF2 | Human | CGGACATCTCACCAACACTGAA | AGCGTGTTCTGGACTCGGT |
Circ-WWC3 | Human | CTGCTCCGTTACCGACTCTC | TCTCGCCTCCACTGTTCTCT |
Circ-SLAIN1 | Human | GCTCCGAAGAAGTATGCCTAAC | GTCTCGCTGCTTCCATCTCA |
Circ-WDR37–1 | Human | AAGCCAGTCACAGCACCAG | TCCATCAATCGCTTGTCCTTCA |
Circ-WDR37–2 | Human | TTCCACCAGCAAGATTGTCTCC | GCTCCATCAATCGCTTGTCCTT |
Circ-DNAJC5 | Human | TGCTACTGCTGCTGCTGTC | CATCTGAGGTTGCGTTCTTGTC |
Circ-KLHL2 | Human | GCTTCACCCTGTCAACTGCTTA | TGCCAAGGATTCACTGTCACTG |
Circ-IQGAP1 | Human | AATCCGAATGCCATGCTTGTAA | GATGCCATACTTCTCCAACTCAG |
Circ-AL137655 | Human | AGGCTGGAGTGTAGTAGTGCTA | TCTGTAGAGGCTGACTGGAGAA |
Circ-ASAP1 | Human | AGTATGGCAGAGGAGGAAGTGT | AAGTCTCGGAGTGCAGTTAGC |
GAPDH | Human | GGAGCGAGATCCCTCCAAAAT | GGCTGTTGTCATACTTCTCATGG |
Expression of candidate circRNAs between MM patients and HCs
Correlation of candidate circRNAs with MM risk
Correlation of candidate circRNAs with clinical characteristics in MM patients
Items | CircRNAs | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
PTK2 | ATIC | RNF217 | RERE | SETD5 | NAGPA | KCNQ5 | CSPP1 | SFMBT2 | UGGT2 | |
High | High | High | High | High | High | High | High | High | High | |
Age, No. (%) | ||||||||||
< 60 years | 16 (53.3) | 15 (50.0) | 14 (46.7) | 14 (46.7) | 14 (46.7) | 13 (43.3) | 16 (53.3) | 16 (53.3) | 16 (53.3) | 18 (60.0) |
≥ 60 years | 14 (46.7) | 15 (50.0) | 16 (53.3) | 16 (53.3) | 17 (56.7) | 17 (56.7) | 14 (46.7) | 14 (46.7) | 14 (46.7) | 12 (40.0) |
P value | 0.606 | 1.000 | 0.606 | 0.606 | 0.438 | 0.302 | 0.606 | 0.606 | 0.606 | 0.121 |
Gender, No. (%) | ||||||||||
Male | 17 (45.9) | 13 (56.5) | 9 (39.1) | 11 (47.8) | 14 (60.9) | 20 (54.1) | 19 (51.4) | 20 (54.1) | 19 (51.4) | 18 (48.6) |
Female | 13 (56.5) | 17 (45.9) | 21 (56.8) | 19 (51.4) | 17 (45.9) | 10 (43.5) | 11 (47.8) | 10 (43.5) | 11 (47.8) | 12 (52.2) |
P value | 0.426 | 0.426 | 0.184 | 0.791 | 0.261 | 0.426 | 0.791 | 0.426 | 0.791 | 0.791 |
Immunoglobulin subtype, No. (%) | ||||||||||
IgG | 13 (40.6) | 15 (46.9) | 15 (46.9) | 16 (50.0) | 18 (56.3) | 18 (56.3) | 17 (53.1) | 19 (59.4) | 12 (37.5) | 13 (40.6) |
IgA | 7 (50.0) | 7 (50.0) | 9 (64.3) | 4 (28.6) | 7 (50.0) | 8 (57.1) | 4 (28.6) | 5 (35.7) | 8 (57.1) | 9 (64.3) |
IgM | 1 (100.0) | 1 (100.0) | 1 (100.0) | 1 (100.0) | 0 (0.0) | 0 (0.0) | 1 (100.0) | 0 (0.0) | 0 (0.0) | 1 (100.0) |
IgD | 2 (100.0) | 1 (50.0) | 1 (50.0) | 2 (100.0) | 1 (50.0) | 1 (50.0) | 1 (50.0) | 2 (100.0) | 2 (100.0) | 0 (0.0) |
Bence-Jones protein | 7 (63.6) | 6 (54.5) | 4 (36.4) | 7 (63.6) | 5 (45.5) | 3 (27.3) | 7 (63.6) | 4 (36.4) | 8 (72.7) | 7 (63.6) |
P value | 0.293 | 0.875 | 0.544 | 0.172 | 0.822 | 0.398 | 0.341 | 0.193 | 0.109 | 0.193 |
Bone lesion, No. (%) | ||||||||||
No | 9 (50.0) | 8 (44.4) | 11 (61.1) | 7 (38.9) | 10 (55.6) | 10 (55.6) | 10 (55.6) | 11 (61.1) | 7 (38.9) | 7 (38.9) |
Yes | 21 (50.0) | 22 (52.4) | 19 (45.2) | 23 (54.8) | 21 (50.0) | 20 (47.6) | 20 (47.6) | 19 (45.2) | 23 (54.8) | 23 (54.8) |
P value | 1.000 | 0.573 | 0.260 | 0.260 | 0.693 | 0.573 | 0.573 | 0.260 | 0.260 | 0.260 |
Hb, No. (%) | ||||||||||
< 10 g/dL | 14 (51.9) | 12 (44.4) | 14 (51.9) | 14 (51.9) | 16 (59.3) | 14 (51.9) | 15 (55.6) | 17 (63.0) | 13 (48.1) | 11 (40.7) |
≥ 10 g/dL | 16 (48.5) | 18 (54.5) | 16 (48.5) | 16 (48.5) | 15 (45.5) | 16 (48.5) | 15 (45.5) | 13 (39.4) | 17 (51.5) | 19 (57.6) |
P value | 0.795 | 0.436 | 0.795 | 0.795 | 0.287 | 0.795 | 0.436 | 0.069 | 0.795 | 0.194 |
Calcium, No. (%) | ||||||||||
< 11.5 mg/dL | 21 (50.0) | 22 (52.4) | 18 (42.9) | 17 (40.5) | 21 (50.0) | 19 (45.2) | 20 (47.6) | 20 (47.6) | 20 (47.6) | 22 (52.4) |
≥ 11.5 mg/dL | 9 (50.0) | 8 (44.4) | 12 (66.7) | 13 (72.2) | 10 (55.6) | 11 (61.1) | 10 (55.6) | 10 (55.6) | 10 (55.6) | 8 (44.4) |
P value | 1.000 | 0.573 | 0.091 | 0.024 | 0.693 | 0.260 | 0.573 | 0.573 | 0.573 | 0.573 |
Scr, No. (%) | ||||||||||
< 2 mg/dL | 25 (52.1) | 26 (54.2) | 23 (47.9) | 22 (45.8) | 26 (54.2) | 26 (54.2) | 24 (50.0) | 26 (54.2) | 23 (47.9) | 25 (52.1) |
≥ 2 mg/dL | 5 (41.7) | 4 (33.3) | 7 (58.3) | 8 (66.7) | 5 (41.7) | 4 (33.3) | 6 (50.0) | 4 (33.3) | 7 (58.3) | 5 (41.7) |
P value | 0.519 | 0.197 | 0.519 | 0.197 | 0.438 | 0.197 | 1.000 | 0.197 | 0.519 | 0.519 |
ALB, No. (%) | ||||||||||
< 3.5 mg/dL | 10 (52.6) | 12 (63.2) | 7 (36.8) | 10 (52.6) | 11 (57.9) | 12 (63.2) | 5 (26.3) | 6 (31.6) | 8 (42.1) | 8 (42.1) |
≥ 3.5 mg/dL | 20 (48.8) | 18 (43.9) | 23 (56.1) | 20 (48.8) | 20 (48.8) | 18 (43.9) | 25 (61.0) | 24 (58.5) | 22 (53.7) | 22 (53.7) |
P value | 0.781 | 0.165 | 0.165 | 0.781 | 0.511 | 0.165 | 0.012 | 0.052 | 0.405 | 0.405 |
β2-MG, No. (%) | ||||||||||
< 5.5 mg/L | 11 (32.4) | 16 (47.1) | 16 (47.1) | 16 (47.1) | 17 (50.0) | 20 (58.8) | 15 (44.1) | 17 (50.0) | 15 (44.1) | 16 (47.1) |
≥ 5.5 mg/L | 19 (73.1) | 14 (53.8) | 14 (53.8) | 14 (53.8) | 14 (53.8) | 10 (38.5) | 15 (57.7) | 13 (50.0) | 15 (57.7) | 14 (53.8) |
P value | 0.002 | 0.602 | 0.602 | 0.602 | 0.768 | 0.118 | 0.297 | 1.000 | 0.297 | 0.602 |
LDH, No. (%) | ||||||||||
< 220 U/L | 23 (48.9) | 21 (44.7) | 25 (53.2) | 25 (53.2) | 24 (51.1) | 25 (53.2) | 25 (53.2) | 25 (53.2) | 22 (46.8) | 23 (48.9) |
≥ 220 U/L | 7 (53.8) | 9 (69.2) | 5 (38.5) | 5 (38.5) | 7 (53.8) | 5 (38.5) | 5 (38.5) | 5 (38.5) | 8 (61.5) | 7 (53.8) |
P value | 0.754 | 0.117 | 0.347 | 0.347 | 0.859 | 0.347 | 0.347 | 0.347 | 0.347 | 0.754 |
Durie-Salmon stage, No. (%) | ||||||||||
I/II | 16 (47.1) | 17 (50.0) | 15 (44.1) | 13 (38.2) | 15 (44.1) | 16 (47.1) | 14 (41.2) | 16 (47.1) | 18 (52.9) | 21 (61.8) |
III | 14 (53.8) | 13 (50.0) | 15 (57.7) | 17 (65.4) | 16 (61.5) | 14 (53.8) | 16 (61.5) | 14 (53.8) | 12 (46.2) | 9 (24.6) |
P value | 0.602 | 1.000 | 0.297 | 0.037 | 0.181 | 0.602 | 0.118 | 0.602 | 0.602 | 0.037 |
ISS stage, No. (%) | ||||||||||
I/II | 11 (32.4) | 16 (47.1) | 16 (47.1) | 16 (47.1) | 17 (50.0) | 20 (58.8) | 15 (44.1) | 17 (50.0) | 15 (44.1) | 16 (47.1) |
III | 19 (73.1) | 14 (53.8) | 14 (53.8) | 14 (53.8) | 14 (53.8) | 10 (38.5) | 15 (57.7) | 13 (50.0) | 15 (57.7) | 14 (53.8) |
P value | 0.002 | 0.602 | 0.602 | 0.602 | 0.768 | 0.118 | 0.297 | 1.000 | 0.297 | 0.602 |
t (4; 14), No. (%) | ||||||||||
No | 25 (46.3) | 27 (50.0) | 27 (50.0) | 26 (48.1) | 28 (51.9) | 28 (51.9) | 26 (48.1) | 28 (51.9) | 27 (50.0) | 27 (50.0) |
Yes | 5 (83.3) | 3 (50.0) | 3 (50.0) | 4 (66.7) | 3 (50.0) | 2 (33.3) | 4 (66.7) | 2 (33.3) | 3 (50.0) | 3 (50.0) |
P value | 0.085 | 1.000 | 1.000 | 0.389 | 0.931 | 0.389 | 0.389 | 0.389 | 1.000 | 1.000 |
t (14; 16), No. (%) | ||||||||||
No | 27 (50.9) | 26 (49.1) | 27 (50.9) | 28 (52.8) | 27 (50.9) | 26 (49.1) | 27 (50.9) | 27 (50.9) | 27 (50.9) | 28 (52.8) |
Yes | 3 (42.9) | 4 (57.1) | 3 (42.9) | 2 (28.6) | 4 (57.1) | 4 (57.1) | 3 (42.9) | 3 (42.9) | 3 (42.9) | 2 (28.6) |
P value | 0.688 | 0.688 | 0.688 | 0.228 | 0.758 | 0.688 | 0.688 | 0.688 | 0.688 | 0.228 |
Del (17p), No. (%) | ||||||||||
No | 25 (45.5) | 28 (50.9) | 27 (49.1) | 28 (50.9) | 26 (47.3) | 27 (49.1) | 26 (47.3) | 29 (52.7) | 27 (49.1) | 30 (54.5) |
Yes | 5 (100.0) | 2 (40.0) | 3 (60.0) | 2 (40.0) | 5 (100.0) | 3 (60.0) | 4 (80.0) | 1 (20.0) | 3 (60.0) | 0 (0.0) |
P value | 0.020 | 0.640 | 0.640 | 0.640 | 0.024 | 0.640 | 0.161 | 0.161 | 0.640 | 0.020 |
Items | CircRNAs | |||||||||
AFF2 | WWC3 | SLAIN1 | WDR37–1 | WDR37–2 | DNAJC5 | KLHL2 | IQGAP1 | AL137655 | ASAP1 | |
High | High | High | High | High | High | High | High | High | High | |
Age, No. (%) | ||||||||||
< 60 years | 12 (40.0) | 15 (50.0) | 13 (43.3) | 17 (56.7) | 15 (50.0) | 11 (36.7) | 16 (53.3) | 15 (50.0) | 12 (40.0) | 12 (40.0) |
≥ 60 years | 18 (60.0) | 15 (50.0) | 17 (56.7) | 13 (43.3) | 16 (53.3) | 19 (63.3) | 14 (46.7) | 15 (50.0) | 18 (60.0) | 18 (60.0) |
P value | 0.121 | 1.000 | 0.302 | 0.302 | 0.796 | 0.039 | 0.606 | 1.000 | 0.121 | 0.121 |
Gender, No. (%) | ||||||||||
Male | 11 (47.8) | 18 (48.6) | 12 (52.2) | 13 (56.5) | 10 (43.5) | 13 (56.5) | 19 (51.4) | 20 (54.1) | 19 (51.4) | 21 (56.8) |
Female | 19 (51.4) | 12 (52.2) | 18 (48.6) | 17 (45.9) | 21 (56.8) | 17 (45.9) | 11 (47.8) | 10 (43.5) | 11 (47.8) | 9 (39.1) |
P value | 0.791 | 0.791 | 0.791 | 0.426 | 0.317 | 0.426 | 0.791 | 0.426 | 0.791 | 0.184 |
Immunoglobulin subtype, No. (%) | ||||||||||
IgG | 17 (53.1) | 15 (46.9) | 13 (40.6) | 12 (37.5) | 18 (56.3) | 18 (56.3) | 15 (46.9) | 17 (53.1) | 17 (53.1) | 16 (50.0) |
IgA | 8 (57.1) | 7 (50.0) | 10 (70.4) | 9 (64.3) | 7 (50.0) | 5 (35.7) | 9 (64.3) | 10 (71.4) | 7 (50.0) | 6 (42.9) |
IgM | 1 (100.0) | 1 (100.0) | 0 (0.0) | 1 (100.0) | 1 (100.0) | 0 (0.0) | 0 (0.0) | 1 (100.0) | 1 (100.0) | 1 (100.0) |
IgD | 2 (100.0) | 1 (50.0) | 1 (50.0) | 1 (50.0) | 1 (50.0) | 1 (50.0) | 1 (50.0) | 0 (0.0) | 1 (50.0) | 2 (100.0) |
Bence-Jones protein | 11 (100.0) | 6 (54.5) | 6 (54.5) | 7 (63.6) | 4 (36.4) | 6 (54.5) | 5 (45.5) | 2 (18.2) | 4 (36.4) | 5 (45.5) |
P value | 0.451 | 0.875 | 0.310 | 0.291 | 0.689 | 0.603 | 0.670 | 0.038 | 0.746 | 0.497 |
Bone lesion, No. (%) | ||||||||||
No | 8 (44.4) | 9 (50.0) | 9 (50.0) | 8 (44.4) | 7 (38.9) | 10 (55.6) | 11 (61.1) | 11 (61.1) | 8 (44.4) | 11 (61.1) |
Yes | 22 (52.4) | 21 (50.0) | 21 (50.0) | 22 (52.4) | 24 (57.1) | 20 (47.6) | 19 (45.2) | 19 (45.2) | 22 (52.4) | 19 (45.2) |
P value | 0.573 | 1.000 | 1.000 | 0.573 | 0.195 | 0.573 | 0.260 | 0.260 | 0.573 | 0.260 |
Hb, No. (%) | ||||||||||
< 10 g/dL | 12 (44.4) | 12 (44.4) | 14 (51.9) | 14 (51.9) | 14(51.9) | 11 (40.7) | 14 (51.9) | 13 (48.1) | 11 (40.7) | 14 (51.9) |
≥ 10 g/dL | 18 (54.5) | 18 (54.5) | 16 (48.5) | 16 (48.5) | 17 (51.5) | 19 (57.6) | 16 (48.5) | 17 (51.5) | 19 (57.6) | 16 (48.5) |
P value | 0.436 | 0.436 | 0.795 | 0.795 | 0.979 | 0.194 | 0.795 | 0.795 | 0.194 | 0.795 |
Calcium, No. (%) | ||||||||||
< 11.5 mg/dL | 22 (52.4) | 23 (54.8) | 21 (50.0) | 22 (52.4) | 21 (50.0) | 19 (45.2) | 21 (50.0) | 21 (50.0) | 19 (45.2) | 21 (50.0) |
≥ 11.5 mg/dL | 8 (44.4) | 7 (38.9) | 9 (50.0) | 8 (44.4) | 10 (55.6) | 11 (61.1) | 9 (50.0) | 9 (50.0) | 11 (61.1) | 9 (50.0) |
P value | 0.573 | 0.260 | 1.000 | 0.573 | 0.693 | 0.260 | 1.000 | 1.000 | 0.260 | 1.000 |
Scr, No. (%) | ||||||||||
< 2 mg/dL | 26 (54.2) | 22 (45.8) | 25 (52.1) | 23 (47.9) | 23 (47.9) | 26 (54.2) | 25 (52.1) | 23 (47.9) | 26 (54.2) | 26 (54.2) |
≥ 2 mg/dL | 4 (33.3) | 8 (66.7) | 5 (41.7) | 7 (58.3) | 8 (66.7) | 4 (33.3) | 5 (41.7) | 7 (58.3) | 4 (33.3) | 4 (33.3) |
P value | 0.197 | 0.197 | 0.519 | 0.519 | 0.245 | 0.197 | 0.519 | 0.519 | 0.197 | 0.197 |
ALB, No. (%) | ||||||||||
< 3.5 mg/dL | 11 (57.9) | 10 (52.6) | 9 (47.4) | 9 (47.4) | 9 (47.4) | 8 (42.1) | 14 (73.7) | 12 (63.2) | 7 (36.8) | 12 (63.2) |
≥ 3.5 mg/dL | 19 (46.3) | 20 (48.8) | 21 (51.2) | 21 (51.2) | 22 (53.7) | 22 (53.7) | 16 (39.0) | 18 (43.9) | 23 (56.1) | 18 (43.9) |
P value | 0.405 | 0.781 | 0.781 | 0.781 | 0.650 | 0.405 | 0.012 | 0.165 | 0.165 | 0.165 |
β2-MG, No. (%) | ||||||||||
< 5.5 mg/L | 23 (67.6) | 16 (47.1) | 19 (55.9) | 20 (58.8) | 20 (58.8) | 16 (47.1) | 18 (52.9) | 16 (47.1) | 19 (55.9) | 20 (58.8) |
≥ 5.5 mg/L | 7 (26.9) | 14 (53.8) | 11 (42.3) | 10 (38.5) | 11 (42.3) | 14 (53.8) | 12 (46.2) | 14 (53.8) | 11 (42.3) | 10 (38.5) |
P value | 0.002 | 0.602 | 0.297 | 0.118 | 0.205 | 0.602 | 0.602 | 0.602 | 0.297 | 0.118 |
LDH, No. (%) | ||||||||||
< 220 U/L | 24 (51.1) | 24 (51.1) | 24 (51.1) | 23 (48.9) | 26 (55.3) | 27 (57.4) | 21 (44.7) | 22 (46.8) | 24 (51.1) | 25 (53.2) |
≥ 220 U/L | 6 (46.2) | 6 (46.2) | 6 (46.2) | 7 (53.8) | 5 (38.5) | 3 (23.1) | 9 (69.2) | 8 (61.5) | 6 (46.2) | 5 (38.5) |
P value | 0.754 | 0.754 | 0.754 | 0.754 | 0.282 | 0.028 | 0.117 | 0.347 | 0.754 | 0.347 |
Durie-Salmon stage, No. (%) | ||||||||||
I/II | 19 (55.9) | 21 (61.8) | 18 (52.9) | 19 (55.9) | 17 (50.0) | 14 (41.2) | 16 (47.1) | 19 (55.9) | 17 (50.0) | 14 (41.2) |
III | 11 (42.3) | 9 (34.6) | 12 (46.2) | 11 (42.3) | 14 (53.8) | 16 (61.5) | 14 (53.8) | 11 (42.3) | 13 (50.0) | 16 (61.5) |
P value | 0.297 | 0.037 | 0.602 | 0.297 | 0.768 | 0.118 | 0.602 | 0.297 | 1.000 | 0.118 |
ISS stage, No. (%) | ||||||||||
I/II | 23 (67.6) | 16 (47.1) | 19 (55.9) | 20 (58.8) | 20 (58.8) | 16 (47.1) | 18 (52.9) | 16 (47.1) | 19 (55.9) | 20 (58.8) |
III | 7 (26.9) | 14 (53.8) | 11 (42.3) | 10 (38.5) | 11 (42.3) | 14 (53.8) | 12 (46.2) | 14 (53.8) | 11 (42.3) | 10 (38.5) |
P value | 0.002 | 0.602 | 0.297 | 0.118 | 0.205 | 0.602 | 0.602 | 0.602 | 0.297 | 0.118 |
t (4; 14), No. (%) | ||||||||||
No | 29 (53.7) | 25 (46.3) | 25 (46.3) | 28 (51.9) | 27 (50.0) | 26 (48.1) | 27 (50.0) | 27 (50.0) | 27 (50.0) | 26 (48.1) |
Yes | 1 (16.7) | 5 (83.3) | 5 (83.3) | 2 (33.3) | 4 (66.7) | 4 (66.7) | 3 (50.0) | 3 (50.0) | 3 (50.0) | 4 (66.7) |
P value | 0.085 | 0.085 | 0.085 | 0.389 | 0.438 | 0.389 | 1.000 | 1.000 | 1.000 | 0.389 |
t (14; 16), No. (%) | ||||||||||
No | 28 (52.8) | 28 (52.8) | 27 (50.9) | 28 (52.8) | 28 (52.8) | 27 (50.9) | 25 (47.2) | 26 (49.1) | 28 (52.8) | 26 (49.1) |
Yes | 2 (28.6) | 2 (28.6) | 3 (42.9) | 2 (28.6) | 3 (42.9) | 3 (42.9) | 5 (71.4) | 4 (57.1) | 2 (28.6) | 4 (57.1) |
P value | 0.228 | 0.228 | 0.688 | 0.228 | 0.620 | 0.688 | 0.228 | 0.688 | 0.228 | 0.688 |
Del (17p), No. (%) | ||||||||||
No | 29 (52.7) | 29 (52.7) | 28 (50.9) | 28 (50.9) | 31 (56.4) | 27 (49.1) | 26 (47.3) | 27 (49.1) | 27 (49.1) | 28 (50.9) |
Yes | 1 (20.0) | 1 (20.0) | 2 (40.0) | 2 (40.0) | 0 (0.0) | 3 (60.0) | 4 (80.0) | 3 (60.0) | 3 (60.0) | 2 (40.0) |
P value | 0.161 | 0.161 | 0.640 | 0.640 | 0.016 | 0.640 | 0.161 | 0.640 | 0.640 | 0.640 |
Correlation of candidate circRNAs with treatment response in MM patients
circRNAs | CR | Non-CR | P value | ORR | Non-ORR | P value |
---|---|---|---|---|---|---|
Circ-PTK2, No. (%) | 0.015 | 0.559 | ||||
High | 3 (10.0) | 27 (90.0) | 21 (70.0) | 9 (30.0) | ||
Low | 11 (36.7) | 19 (63.3) | 23 (76.7) | 7 (23.3) | ||
Circ-ATIC, No. (%) | 0.222 | 0.559 | ||||
High | 9 (30.0) | 21 (70.0) | 21 (70.0) | 9 (30.0) | ||
Low | 5 (16.7) | 25 (83.3) | 23 (76.7) | 7 (23.3) | ||
Circ-RNF217, No. (%) | 0.222 | 0.020 | ||||
High | 5 (16.7) | 25 (83.3) | 18 (60.0) | 12 (40.0) | ||
Low | 9 (30.0) | 21 (70.0) | 26 (86.7) | 4 (13.3) | ||
Circ-RERE, No. (%) | 1.000 | 0.559 | ||||
High | 7 (23.3) | 23 (76.7) | 21 (70.0) | 9 (30.0) | ||
Low | 7 (23.3) | 23 (76.7) | 23 (76.7) | 7 (23.3) | ||
Circ-SETD5, No. (%) | 0.173 | 0.029 | ||||
High | 5 (16.1) | 26 (83.9) | 19 (61.3) | 12 (38.7) | ||
Low | 9 (31.0) | 20 (69.0) | 25 (86.2) | 4 (13.8) | ||
Circ-NAGPA, No. (%) | 1.000 | 0.559 | ||||
High | 7 (23.3) | 23 (76.7) | 21 (70.0) | 9 (30.0) | ||
Low | 7 (23.3) | 23 (76.7) | 23 (76.7) | 7 (23.3) | ||
Circ-KCNQ5, No. (%) | 0.222 | 0.243 | ||||
High | 5 (16.7) | 25 (83.3) | 24 (80.0) | 6 (20.0) | ||
Low | 9 (30.0) | 21 (70.0) | 20 (66.7) | 10 (33.3) | ||
Circ-CSPP1, No. (%) | 0.067 | 0.559 | ||||
High | 10 (33.3) | 20 (66.7) | 23 (76.7) | 7 (23.3) | ||
Low | 4 (13.3) | 26 (86.7) | 21 (70.0) | 9 (30.)) | ||
Circ-SFMBT2, No. (%) | 0.067 | 1.000 | ||||
High | 10 (33.3) | 20 (66.7) | 22 (73.3) | 8 (26.7) | ||
Low | 4 (13.3) | 26 (86.7) | 22 (73.3) | 8 (26.7) | ||
Circ-UGGT2, No. (%) | 0.542 | 0.243 | ||||
High | 8 (26.7) | 22 (73.3) | 24 (80.0) | 6 (20.0) | ||
Low | 6 (20.0) | 24 (80.0) | 20 (66.7) | 10 (33.3) | ||
Circ-AFF2, No. (%) | 0.002 | 0.559 | ||||
High | 12 (40.0) | 18 (60.0) | 23 (76.7) | 7 (23.3) | ||
Low | 2 (6.7) | 28 (93.3) | 21 (70.0) | 9 (30.0) | ||
Circ-WWC3, No. (%) | 0.222 | 0.080 | ||||
High | 5 (16.7) | 25 (83.3) | 19 (63.3) | 11 (36.7) | ||
Low | 9 (30.0) | 21 (70.0) | 25 (83.3) | 5 (16.7) | ||
Circ-SLAIN1, No. (%) | 0.222 | 0.559 | ||||
High | 5 (16.7) | 25 (83.3) | 21 (70.0) | 9 (30.0) | ||
Low | 9 (30.0) | 21 (70.0) | 23 (76.7) | 7 (23.3) | ||
Circ-WDR37–1, No. (%) | 0.542 | 0.559 | ||||
High | 6 (20.0) | 24 (80.0) | 23 (76.7) | 7 (23.3) | ||
Low | 8 (26.7) | 22 (73.3) | 21 (70.0) | 9 (30.0) | ||
Circ-WDR37–2, No. (%) | 0.640 | 0.185 | ||||
High | 8 (25.8) | 23 (74.2) | 25 (80.6) | 6 (19.4) | ||
Low | 6 (20.7) | 23 (79.3) | 19 (65.5) | 10 (34.5) | ||
Circ-DNAJC5, No. (%) | 0.222 | 0.243 | ||||
High | 5 (16.7) | 25 (83.3) | 20 (66.7) | 10 (33.3) | ||
Low | 9 (30.0) | 12 (70.0) | 24 (80.0) | 6 (20.0) | ||
Circ-KLHL2, No. (%) | 0.542 | 0.559 | ||||
High | 6 (20.0) | 24 (80.0) | 23 (76.7) | 7 (23.3) | ||
Low | 8 (26.7) | 22 (73.3) | 21 (70.0) | 9 (30.0) | ||
Circ-IQGAP1, No. (%) | 0.542 | 0.243 | ||||
High | 6 (20.0) | 24 (80.0) | 24 (80.0) | 6 (20.0) | ||
Low | 8 (26.7) | 22 (73.3) | 20 (66.7) | 10 (33.3) | ||
Circ-AL137655, No. (%) | 1.000 | 0.080 | ||||
High | 7 (23.3) | 23 (76.7) | 25 (83.3) | 5 (16.7) | ||
Low | 7 (23.3) | 23 (76.7) | 19 (63.3) | 11 (36.7) | ||
Circ-ASAP1, No. (%) | 0.542 | 0.559 | ||||
High | 6 (20.0) | 24 (80.0) | 21 (70.0) | 9 (30.0) | ||
Low | 8 (26.7) | 22 (73.3) | 23 (76.7) | 7 (23.3) |