| Literature DB >> 32917504 |
Richard E Gilbert1, Lauren Caldwell2, Paraish S Misra3, Kin Chan2, Kevin D Burns4, Jeffrey L Wrana2, Darren A Yuen5.
Abstract
OBJECTIVES: Diabetes is associated with adverse outcomes, including death, after coronavirus disease 19 (COVID-19) infection. Beyond the lungs, Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2), the etiologic agent of the COVID-19 pandemic, can infect a range of other tissues, including the kidney, potentially contributing to acute kidney injury in those with severe disease. We hypothesized that the renal abundance of angiotensin-converting enzyme (ACE) 2, the cell surface receptor for SARS-CoV-2, may be modulated by diabetes and agents that block the renin-angiotensin-aldosterone system (RAAS).Entities:
Keywords: ACE 2; COVID-19; ECA 2; RNA Seq; RNA-Seq; SARS-CoV-2; SRAS-CoV-2; coronavirus; diabetes; diabète; kidney; reins; renin-angiotensin-aldosterone system; système rénine-angiotensine-aldostérone
Year: 2020 PMID: 32917504 PMCID: PMC7368650 DOI: 10.1016/j.jcjd.2020.07.003
Source DB: PubMed Journal: Can J Diabetes ISSN: 1499-2671 Impact factor: 4.190
Clinical data on patients with diabetic kidney disease and healthy control subjects (potential allograft donors)
| Clinical parameters | Patients with diabetic kidney disease (n=49) | Healthy control subjects (n=12) |
|---|---|---|
| Age, years | 56±10 | 47±9 |
| % female | 33 | 92 |
| Duration of diabetes, years | 14±9 | N/A |
| HbA1c, mmol/mol, % | 66.1; 8.2%±2.3% | |
| Baseline estimated glomerular filtration rate, mL/min/1.73 m2 | 40±22 | 89±13 |
| Baseline urine albumin to creatinine ratio, mg/mmol | 337±322 | 0.8±0.9 |
| Medication usage | ||
| RAAS nonusers | 11 | N/A |
| RAAS users | 38 | |
| DRI only | 0 | |
| ACEi only | 12 | |
| ARB only | 12 | |
| MRA only | 1 | |
| DRI + ACEi | 3 | |
| DRI + ARB | 1 | |
| DRI + MRA | 0 | |
| ACEi + ARB | 5 | |
| ACEi + MRA | 1 | |
| ARB + MRA | 1 | |
| ACEi + ARB + MRA | 2 |
ACEi, angiotensin-converting enzyme inhibitor; ARB, angiotensin receptor blocker; DRI, direct renin inhibitor; HbA1C, glycated hemoglobin; MRA, mineralocorticoid receptor antagonist; N/A, not applicable; RAAS, renin-angiotensin-aldosterone system.
Note: All values are presented as mean ± SD, number of patients or as otherwise indicated.
Figure 1Violin plots showing ACE2 mRNA expression as transcript union RPMs in kidney biopsies from individuals with diabetic kidney disease (purple) and living allograft donors (red) with ACE2 expression in diabetic samples also assessed according to use (blue) or not (green) of agents that block the RAAS: angiotensin-converting enzyme inhibitors, angiotensin receptor blockers, direct renin inhibitors and mineralocorticoid receptor antagonists. ACE2, angiotensin-converting enzyme 2; mRNA, messenger RNA; RAAS, renin-angiotensin-aldosterone system; RPM, reads per million read.
Quality control meta-data for RNA Seq analysis of ACE 2 expression
| ID | ACE 2 RPM | ACE 2 count (raw read number) | Raw read count from fastqc | Mapped read numbers | Final unique read numbers | Mapping % (mapped reads/raw reads from fastqc) | Unique reads/mapped reads (%) | Unique reads/raw reads (%) | Condition |
|---|---|---|---|---|---|---|---|---|---|
| S1 | 11.88 | 1,166 | 101,465,082 | 98,099,054 | 82,972,027 | 96.682575 | 84.5798442 | 81.77397127 | DKD |
| S10 | 32.35 | 3,808 | 126,566,284 | 117,684,063 | 98,667,865 | 92.98215866 | 83.8413142 | 77.95746377 | DKD |
| S11 | 3.36 | 642 | 188,577,850 | 190,596,410 | 159,468,358 | 101.070412 | 83.6680806 | 84.56367384 | DKD |
| S12 | 5.36 | 520 | 114,244,968 | 96,992,737 | 66,805,465 | 84.89891388 | 68.8767706 | 58.47563019 | DKD |
| S13 | 6.21 | 808 | 175,045,896 | 129,964,897 | 97,959,487 | 74.24618341 | 75.3738042 | 55.96217291 | DKD |
| S14 | 6.29 | 819 | 137,316,374 | 130,057,555 | 99,596,713 | 94.71379939 | 76.5789523 | 72.53083525 | Normal Control |
| S15 | 19.77 | 2,454 | 125,973,470 | 124,069,715 | 106,369,186 | 98.48876513 | 85.7334008 | 84.43776773 | DKD |
| S17 | 2.98 | 338 | 114,739,886 | 113,279,463 | 92,896,430 | 98.72718803 | 82.0064181 | 80.96263055 | Normal Control |
| S18 | 6.32 | 797 | 131,967,904 | 125,958,052 | 98,037,370 | 95.4459745 | 77.8333488 | 74.28879828 | Normal Control |
| S19 | 18.67 | 2,234 | 125,828,736 | 119,626,461 | 92,277,030 | 95.07085965 | 77.137641 | 73.33541839 | DKD |
| S2 | 32.65 | 3,358 | 107,149,218 | 102,835,831 | 81,401,804 | 95.97441112 | 79.157044 | 75.97050685 | DKD |
| S20 | 14.05 | 1,630 | 121,341,514 | 116,008,433 | 94,539,795 | 95.6048999 | 81.4938988 | 77.91216038 | DKD |
| S21 | 10.46 | 1,168 | 114,541,108 | 111,565,723 | 87,783,595 | 97.4023431 | 78.6833022 | 76.63937999 | DKD |
| S23 | 13.16 | 1,886 | 153,494,604 | 143,258,910 | 123,152,446 | 93.33156102 | 85.964947 | 80.23242693 | DKD |
| S24 | 7.58 | 1,263 | 176,090,214 | 166,535,504 | 132,321,427 | 94.57396877 | 79.4553857 | 75.14411164 | DKD |
| S26 | 5.13 | 595 | 121,143,542 | 115,801,424 | 96,940,374 | 95.59025771 | 83.7125923 | 80.02108276 | DKD |
| S28 | 13.28 | 1,584 | 127,927,852 | 119,193,003 | 93,410,716 | 93.1720506 | 78.3692949 | 73.01827908 | Normal Control |
| S29 | 8.96 | 1,094 | 124,756,622 | 122,075,555 | 98,496,727 | 97.85096217 | 80.6850536 | 78.95110129 | Normal Control |
| S3 | 19.64 | 1,911 | 108,050,092 | 97,254,218 | 73,226,930 | 90.0084546 | 75.2943487 | 67.77127964 | DKD |
| S30 | 4.35 | 469 | 116,072,918 | 107,717,085 | 72,359,389 | 92.80122087 | 67.1754058 | 62.33959674 | Normal Control |
| S31 | 5.81 | 599 | 126,222,334 | 102,977,820 | 76,401,402 | 81.58446824 | 74.192095 | 60.52922615 | DKD |
| S32 | 37.61 | 3,643 | 103,394,492 | 96,860,281 | 85,553,782 | 93.68031036 | 88.3270017 | 82.74500928 | DKD |
| S33 | 9.95 | 1,149 | 124,113,112 | 115,461,620 | 101,243,718 | 93.02934891 | 87.6860363 | 81.57374863 | DKD |
| S34 | 6.1 | 723 | 128,575,262 | 118,359,206 | 93,275,371 | 92.05441557 | 78.8070266 | 72.5453478 | Normal Control |
| S35 | 13.45 | 1,796 | 136,947,722 | 133,454,499 | 102,748,768 | 97.44922884 | 76.9916105 | 75.02773065 | Normal Control |
| S36 | 12.31 | 1,252 | 106,491,158 | 101,699,951 | 76,515,285 | 95.50084055 | 75.2363047 | 71.85130337 | DKD |
| S38 | 6.34 | 660 | 108,149,060 | 104,020,509 | 86,927,172 | 96.1825364 | 83.5673396 | 80.37718682 | DKD |
| S4 | 9.09 | 892 | 105,342,072 | 98,043,413 | 83,559,528 | 93.07146816 | 85.2270698 | 79.3220851 | DKD |
| S40 | 22.44 | 2,083 | 102,534,852 | 92,791,329 | 80,415,714 | 90.49735499 | 86.6629618 | 78.42768818 | DKD |
| S43 | 5.82 | 717 | 129,310,302 | 123,119,602 | 91,843,518 | 95.21252375 | 74.5969907 | 71.02567744 | Normal Control |
| S47 | 10.53 | 1,301 | 125,599,084 | 123,536,436 | 97,933,170 | 98.35775235 | 79.2747251 | 77.97283776 | Normal Control |
| S48 | 11.09 | 1,358 | 129,861,432 | 122,361,656 | 88,440,726 | 94.22478569 | 72.2781375 | 68.10392018 | Normal Control |
| S49 | 19.56 | 2,664 | 140,716,858 | 136,163,725 | 113,595,350 | 96.76433011 | 83.4255599 | 80.72618421 | DKD |
| S5 | 20.66 | 2,525 | 129,277,952 | 122,208,257 | 92,915,798 | 94.53139929 | 76.0307039 | 71.87288827 | DKD |
| S50 | 8.47 | 1,178 | 145,194,772 | 138,993,857 | 122,500,834 | 95.72924361 | 88.1339914 | 84.37000335 | DKD |
| S51 | 8.62 | 1,009 | 121,066,116 | 117,037,226 | 103,152,225 | 96.67215722 | 88.1362525 | 85.20321656 | DKD |
| S52 | 5.79 | 664 | 119,156,404 | 114,491,282 | 100,216,841 | 96.08487514 | 87.53229 | 84.10529156 | DKD |
| S53 | 10.78 | 1,439 | 140,139,922 | 133,387,449 | 117,250,406 | 95.18162069 | 87.9021279 | 83.66666994 | DKD |
| S54 | 12.34 | 1,677 | 138,605,802 | 135,790,629 | 116,695,942 | 97.96893567 | 85.9381408 | 84.19268192 | DKD |
| S55 | 10.68 | 1,134 | 108,659,548 | 106,132,291 | 85,310,691 | 97.67415101 | 80.3814656 | 78.51191411 | DKD |
| S56 | 15.24 | 1,993 | 128,886,930 | 130,769,149 | 94,009,761 | 101.4603645 | 71.8898622 | 72.93971623 | DKD |
| S57 | 20.15 | 3,081 | 151,341,932 | 152,896,130 | 126,284,590 | 101.0269447 | 82.5950206 | 83.44322577 | DKD |
| S58 | 13.2 | 1,746 | 131,157,148 | 132,245,790 | 91,054,983 | 100.8300287 | 68.8528406 | 69.42433896 | DKD |
| S59 | 6.19 | 1,056 | 170,223,200 | 170,469,398 | 120,482,742 | 100.1446325 | 70.6770502 | 70.77927216 | DKD |
| S60 | 14.12 | 1,667 | 121,045,880 | 117,986,535 | 89,261,896 | 97.47257404 | 75.6543075 | 73.74220089 | DKD |
| S61 | 9.1 | 1,198 | 135,099,374 | 131,562,506 | 105,719,709 | 97.38202488 | 80.3570198 | 78.25329302 | DKD |
| S62 | 2.64 | 366 | 135,216,050 | 138,598,101 | 107,703,422 | 102.5012201 | 77.7091614 | 79.65283855 | DKD |
| S63 | 5.95 | 786 | 133,282,782 | 132,057,096 | 107,361,864 | 99.08038684 | 81.2995797 | 80.55193806 | DKD |
| S64 | 10.73 | 1,520 | 146,982,650 | 141,617,337 | 121,123,920 | 96.34969638 | 85.5290197 | 82.40695075 | DKD |
| S65 | 23.04 | 2,726 | 121,592,562 | 118,315,222 | 97,936,482 | 97.30465421 | 82.7758934 | 80.54479681 | DKD |
| S66 | 2.11 | 371 | 173,153,814 | 175,225,951 | 137,535,251 | 101.1967031 | 78.4902295 | 79.42952443 | DKD |
| S67 | 17 | 2,612 | 147,157,566 | 153,576,126 | 115,308,540 | 104.3616921 | 75.0823341 | 78.35719436 | DKD |
| S68 | 19.1 | 2,359 | 124,788,568 | 123,450,100 | 102,452,239 | 98.92741136 | 82.9908109 | 82.10066086 | DKD |
| S69 | 11.19 | 1,781 | 160,522,214 | 159,145,496 | 135,084,192 | 99.14235048 | 84.8809394 | 84.15295842 | DKD |
| S7 | 3.72 | 550 | 146,984,322 | 147,547,677 | 120,541,988 | 100.3832756 | 81.6969745 | 82.01009901 | Normal Control |
| S70 | 12.69 | 1,689 | 133,615,280 | 133,031,354 | 107,608,627 | 99.56297962 | 80.8896728 | 80.53616847 | DKD |
| S71 | 14.18 | 2,045 | 140,677,196 | 144,153,124 | 111,566,950 | 102.4708539 | 77.39475 | 79.30706125 | DKD |
| S72 | 6.01 | 1,634 | 281,300,140 | 271,680,124 | 207,399,305 | 96.58015954 | 76.3395209 | 73.72883106 | DKD |
| S73 | 4.77 | 483 | 123,833,718 | 101,246,379 | 61,657,133 | 81.75994441 | 60.8981117 | 49.79026229 | DKD |
| S8 | 24.02 | 2,450 | 103,952,142 | 101,965,133 | 79,035,117 | 98.08853482 | 77.511905 | 76.0302919 | DKD |
| S9 | 13.9 | 1,671 | 130,740,442 | 120,131,959 | 109,764,113 | 91.88584432 | 91.3696188 | 83.95574569 | DKD |
ACE 2, angiotensin-converting enzyme 2; DKD, diabetic kidney disease; ID, identification; RPM, reads per million read.
Figure 2Box plots showing ACE2 mRNA expression as transcript union RPMs in kidney biopsies from individuals with diabetic kidney disease assessed according to use of ACEis, ARBs, DRIs, diuretics and MRAs. ACE2, angiotensin-converting enzyme 2; ACEi, angiotensin-converting enzyme inhibitor; ARB, angiotensin receptor blocker; DRI, direct renin inhibitor; MRA, mineralocorticoid receptor antagonist; mRNA, messenger RNA; RPM, reads per million read.