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Conserved Functions of Ether Lipids and Sphingolipids in the Early Secretory Pathway

JIMENEZ ROJO, Noemi, et al.

Abstract

Sphingolipids play important roles in physiology and cell biology, but a systematic examination of their functions is lacking. We performed a genome-wide CRISPRi screen in sphingolipid-depleted human cells and identified hypersensitive mutants in genes of membrane trafficking and lipid biosynthesis, including ether lipid synthesis. Systematic lipidomic analysis showed a coordinate regulation of ether lipids with sphingolipids, suggesting an adaptation and functional compensation. Biophysical experiments on model membranes show common properties of these structurally diverse lipids that also share a known function as glycosylphosphatidylinositol (GPI) anchors in different kingdoms of life.

Molecular dynamics simulations show a selective enrichment of ether phosphatidylcholine around p24 proteins, which are receptors for the export of GPI-anchored proteins and have been shown to bind a specific sphingomyelin species. Our results support a model of convergent evolution of proteins and lipids, based on their physico-chemical properties, to regulate GPI-anchored protein transport and maintain homeostasis in the early secretory [...]

JIMENEZ ROJO, Noemi, et al . Conserved Functions of Ether Lipids and Sphingolipids in the Early Secretory Pathway. Current Biology , 2020, vol. 30, p. 3775-3787.e7

DOI : 10.1016/j.cub.2020.07.059

Available at:

http://archive-ouverte.unige.ch/unige:141206

Disclaimer: layout of this document may differ from the published version.

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1 2 3 4 5 6 7 8 9 10 11 12 13

Conserved function of ether lipids and sphingolipids in the early secretory pathway 14

15

Noemi Jiménez-Rojo1,2, Manuel D. Leonetti3, Valeria Zoni4, Adai Colom1, Suihan Feng1, Namrata R. Iyengar5, 16

Stefan Matile6, Aurélien Roux1, Stefano Vanni4, Jonathan S. Weissman3, Howard Riezman1*. 17 18

19

1NCCR Chemical Biology, Department of Biochemistry, University of Geneva, 1211, Geneva, Switzerland.

20 2Biofisika Institute (CSIC, UPV/EHU) and Department of Biochemistry, University of the Basque Country, Leioa, Spain

21 3Department of Cellular and Molecular Pharmacology, University of California, San Francisco, California 94158; Howard Hughes Medical

22 Institute, San Francisco, California 94158.

23 4Department of Biology, University of Fribourg, Fribourg, Switzerland.

24 5Institute of Protein Biochemistry (IBP), Italian National Research Council (CNR), Napoli, Italy.

25 6NCCR Chemical Biology, Department of Organic Chemistry, University of Geneva, 1211, Geneva, Switzerland.

26 27

28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45

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SUMMARY 46

Sphingolipids play important roles in physiology and cell biology, but a systematic examination of 47

their functions is lacking. We performed a genome-wide CRISPRi screen in sphingolipid-depleted 48

cells and identified hypersensitive mutants in genes of membrane trafficking and lipid biosynthesis, 49

including ether lipid synthesis. Systematic lipidomic analysis showed a coordinate regulation of 50

ether lipids with sphingolipids suggesting an adaptation and functional compensation. Biophysical 51

experiments on model membranes show common properties of these structurally diverse lipids that 52

also share a known function as GPI anchors in different kingdoms of life. Molecular dynamics 53

simulations show a selective enrichment of ether phosphatidylcholine around p24 proteins, which 54

are receptors for the export of GPI-anchored proteins and have been shown to bind a specific 55

sphingomyelin species. Our results support a model of convergent evolution of proteins and lipids, 56

based on their physico-chemical properties, to regulate GPI-anchored protein transport and 57

maintain homeostasis in the early secretory pathway.

58 59 60

INTRODUCTION 61

62

The maintenance of membrane lipid homeostasis is an energetically expensive yet 63

necessary process in cells. Lipid diversity has evolved together with cell complexity to give 64

rise to thousands of different lipids species with specific functions, many of which are still 65

unexplored [1, 2]. Moreover, different lipid metabolic pathways are interconnected, and 66

cells show a high phenotypic plasticity when adapting to changes in membrane lipid 67

composition, which makes it difficult to disentangle the function of individual lipid species 68

[3]. A systematic analysis of the cellular responses to perturbation of specific synthetic 69

pathways is thus needed to reveal co-regulated lipid networks and uncover new lipid 70

functions.

71

Sphingolipids (SL) are a class of lipids that contain a sphingoid-base backbone, in contrast 72

to the more commonly found glycerol backbone in glycerophospholipids (GPL). These 73

bioactive lipids have been extensively studied in the last decades, revealing distinctive 74

physico-chemical properties and connections to diseases [4, 5]. SL have been implicated in 75

diabetes [6], cancer [7] and inflammation [8], and mutations in SL synthetic or metabolic 76

enzymes are associated with severe genetic disorders [9-11]. SL species sphingosine (So) 77

and ceramide (Cer) can permeabilize membranes [12, 13]; Cer induces the flip-flop of 78

neighbouring lipids [14] and can phase-separate to form membrane platforms important 79

for signalling [15]. The most abundant SL species, sphingomyelin (SM), has been shown to 80

modulate membrane properties and regulate signalling pathways [16, 17]. Besides direct 81

phosphorylation of ceramide synthases [18-20], the only direct regulators of sphingolipid 82

synthesis identified are Orm proteins (ORMDL in mammalian cells), that associate with 83

serine palmitoyl transferase (SPT), the first enzyme of the sphingolipid de novo synthetic 84

pathway, and mediate the feedback regulation of sphingolipid production in cells [21, 22].

85

Despite this body of work, many basic aspects of the regulation, molecular interactors and 86

functions of SL still remain poorly understood.

87 88

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Ether lipids (EL) form a poorly characterized lipid family which represents a subclass of 89

glycerophospholipids that are defined by the presence of an ether bond (or vinyl-ether, for 90

plasmalogens) in lieu of the ester bond found in canonical phospholipids at the sn-1 91

position. This feature, which is intermittently represented across the evolutionary tree, is 92

decisive for the behaviour of these lipids in membranes, and for specific lipid-protein 93

interactions [23]. Interestingly, EL are not only present in membranes as abundant lipid 94

components, where they can range from approximately 5 to 20 mol % of the total GPL 95

content, but are also a major building block of glycosylphosphatidylinositol (GPI) anchors, 96

a specialized protein post-translational modification. Peroxisomal synthesis of EL is 97

necessary for the synthesis of the 1-alkyl, 2-acyl phosphatidylinositol GPI anchor, which is 98

attached to most of the mammalian GPI-anchored proteins (GPI-AP) in the ER [24, 25]. GPI- 99

AP are then exported (through binding to p24 proteins: TMED2 and TMED10 in human) 100

from the ER to the plasma membrane via the Golgi complex, where they undergo different 101

remodelling modifications replacing the unsaturated fatty acid in the sn-2 position with a 102

saturated one. Interestingly, the same p24 proteins that selectively pack GPI-AP into the 103

COPII carriers [26, 27] are also involved in COPI-dependent retrograde transport [28, 29] and 104

p24 proteins bind a particular sphingomyelin species (SM C18 n-acyl) that regulates the 105

initiation of COPI vesicle budding and retrograde transport from the Golgi to the ER [30].

106 107

Here, we apply high-throughput genetics and lipidomic methods to uncover novel 108

regulatory aspects of sphingolipid metabolism and we find a co-regulation of this lipid class 109

with the structurally unrelated EL. Our multidisciplinary approach combining MD 110

simulations with the study of GPI-AP transport kinetics establishes an active role for 111

(ether)lipids in the transport of GPI-AP from the ER to the Golgi, and emphasizes the 112

physico-chemical properties of EL that enabled them to be selected in mammalian cells to 113

perform this function.

114 115 116 117

RESULTS AND DISCUSSION 118

119

A genetic screen in sphingolipid-depleted cells highlights lipid co-dependencies and 120

uncovers a major role for sphingolipids in intracellular transport 121

To identify pathways regulating cellular responses to sphingolipid depletion, we performed 122

a genome-wide CRISPRi growth screen for genes that modulate sensitivity to myriocin, an 123

inhibitor of de novo sphingolipid synthesis. To ensure dependence on de novo lipid 124

synthesis (as opposed to exogenous lipid intake, which can circumvent the need for cellular 125

synthesis [31]), we cultured human K562 cells in lipid-depleted serum (see Material and 126

Methods). Indeed, we found that myriocin treatment efficiently arrested growth in lipid- 127

depleted media but not in lipid-rich media, while lipid depletion alone did not compromise 128

growth (Fig S1A). Lipidomic analysis verified that myriocin treatment severely decreased 129

cellular sphingolipid levels (Fig 2 A, B, Fig S1 B) under these conditions.

130

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131

To systematically repress gene expression, we used an ultra-complex genome-wide CRISPRi 132

library targeting 15,977 genes using 10 sgRNAs per gene [32], also including 1,000 non- 133

targeting control sgRNAs to allow precise measurement of experimental noise. For 134

screening, K562 cells stably expressing dCas9-KRAB were infected with a pooled lentiviral 135

library of sgRNA constructs, and dCas9/sgRNA expressing cells were treated with myriocin 136

or DMSO in lipid-depleted media (Fig 1 A). Deep sequencing analysis using sgRNA 137

sequences as barcodes [32, 33] revealed the impact of individual gene knock-down on 138

survival under sphingolipid restriction. Screening analysis revealed a rich dataset, with over 139

450 genes regulating survival under myriocin treatment (Fig 1 B, Table S1). Strikingly, 140

several gene families emerged with strong phenotypes, linking survival under sphingolipid 141

depletion to other lipid synthetic pathways and intracellular vesicular transport in 142

particular. Indeed, when Gene Ontology (GO) enrichment is used, hyper-sensitive hits are 143

enriched in ER-Golgi transport, sterol metabolism, membrane trafficking and lipid synthesis, 144

while resistant pathways are harder to define: mRNA regulation and post-translational 145

modifications, suggesting more complex pathways that remain to be understood.

146 147

First, repression of sterol synthesis enzymes or their transcriptional activator SREBF2 148

strongly compromised the ability of cells to survive without SL (Fig 1 C). We further verified 149

this strong co-dependency between SL and sterols by showing that sterol synthesis 150

inhibition with simvastatin greatly accentuates the impact of myriocin on growth (Fig 1 F).

151

This highlights the synergistic function of sphingolipid and sterols which has been 152

previously described in yeast by Guan et al., where the authors found correlative changes 153

in sterol and sphingolipid homeostasis and synthetic phenotypes between different sterol 154

and sphingolipid mutants [34], demonstrating that sterols and sphingolipid work together 155

in biological membranes. Interestingly, cells lacking CNBP (Cellular nucleic acid-binding 156

protein), a poorly characterized zinc-finger protein linked to repression of SREBP targets, 157

appear as resistant to myriocin treatment in our dataset, which is in agreement with its 158

potential antagonistic role.

159 160

Second, perturbations of different routes of glycerophospholipid metabolism and 161

remodeling showed both aggravating and resistant phenotypes (Fig 1 D), indicating a 162

functional cross-talk between SL and specific GPL species. Interestingly, specific pathways 163

for acyl chain remodeling showed either resistance or hyper-sensitivity to SL depletion 164

(ELOVL5/6, AGPAT1/2). In particular, repression of ELOVL5, an enzyme with specificity to 165

elongate polyunsaturated fatty acids (PUFA), is hypersensitive, while ELOVL6, which has 166

specificity to elongate saturated C16 acyl CoAs is a resistant hit, showing that acyl chain 167

saturation can modulate survival in the absence of SL synthesis, suggesting that an increase 168

in the PUFA to saturated fatty acids ratio aids growth under sphingolipid depletion. Our 169

results also highlighted a strong interaction between SL and phosphatidylinositol-4- 170

phosphate (PI4P) synthesis. Indeed, repression of PI4-kinases (PI4K, PI4K2B) strongly 171

compromised growth while repression of the PI4P-phosphatase SACM1L (SAC1) allowed 172

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survival upon sphingolipid depletion. This striking signature was verified in individual 173

follow-up experiments (Fig 1 G), and mirrors previous results in S. cerevisiae where Sac1 174

knock-out renders yeast resistant to myriocin (Breslow et al 2010), suggesting that the link 175

between sphingolipid and PI4P homeostasis has been conserved during evolution. Indeed, 176

SL have also been shown to regulate phosphoinositide turnover at the Golgi in 177

mammalian cells, and the metabolic coupling of PI4 kinases/Sac1 phosphatase seems 178

to be responsible for the control of phosphoinositide phosphate (PtdIns(4)P) amounts 179

in response to sphingolipid levels in the Golgi [35].

180 181

Interestingly, inhibition of ether lipid synthesis through repression of 182

alkyldihydroxyacetonephosphate synthase (AGPS), a peroxisomal enzyme responsible for 183

the first ether-linked precursor in EL synthesis, also compromised survival to myriocin 184

treatment. This functional interaction was confirmed in another cell line: AGPS knock-down 185

in CRISPRi HeLa cells using two sgRNAs also displayed myriocin hyper-sensitivity (Fig 1 H).

186

The first guide RNA (sgAGPS#1) was used for further experiments throughout the paper as 187

it showed the best knock-down efficiency and the strongest decrease in ether lipid levels 188

(Fig S1 E, F). Altogether, our genetic screen revealed rich functional cross-talks between SL 189

and a variety of other lipid species (in particular sterols, PI4P and EL).

190 191

Finally, sphingolipid-depleted cells were particularly vulnerable to inhibition of intracellular 192

vesicular transport (Fig 1 E). Specifically, many members of the COPII machinery 193

(responsible for ER to Golgi transport), including coat proteins (PREB (SEC12), SAR1, 194

SEC24B/C, SEC23B), cargo receptors (TMED2, TMED10) and proteins involved in the docking 195

and fusion of the carriers (RAB1A, SEC22B, USE1) were strong hyper-sensitive hits, as were 196

key proteins in clathrin-mediated transport (CLTA, CLTC, SCYL2). SCYL2 has been proposed 197

to regulate clathrin-mediated transport from TGN to endosomes [36], suggesting that 198

maintenance of SL levels are specifically important for traffic through the secretory 199

pathway. Some of these hits raise new questions in the sphingolipid and membrane 200

trafficking fields. For instance, cells lacking SURF4, a protein affecting ER morphology are 201

hypersensitive to myriocin, as well as cells knocked-down for cTAGE5, a protein involved in 202

the ER to Golgi transport of large cargos such as collagen [37]. Elucidating the mechanism 203

by which SL regulate secretion of large cargos could be of interest to understand collagen- 204

related diseases among others [38, 39]. Alternatively, cells lacking components of the 205

retromer complex (VPS29, VPS35) appear as resistant to sphingolipid depletion (Fig 1E).

206

Again, these phenotypes open new possibilities for lipid dependent cargo-sorting in 207

endosomal trafficking, which merit further investigation.

208 209

Systematic lipidomic analysis reveals a metabolic co-regulation of sphingolipids and 210

ether lipids 211

212

Because our screen revealed strong functional interplays between SL levels and other steps 213

in lipid metabolism, we decided to combine the genetic data with lipidomic analysis to 214

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identify co-regulated lipid species and new lipid functions. This analysis highlighted a 215

pronounced crosstalk between SL and EL levels. First, when profiling the lipidome of 216

sphingolipid-depleted cells after myriocin treatment, we detected a consistent increase in 217

EL, in particular ether PC species (Fig 2 A, C, Fig S1 B, D). Indeed, we could see this metabolic 218

response in cell lines from different tissues, showing a conserved response including mouse 219

and human cell lines (Fig 2 D, E), but showing no obvious correlation between the 220

amplitude of the decrease in SL levels and the increase in ether PC levels. Furthermore, 221

lipidomic analysis of some of the resistant hits from the CRISPRi screen (Fig 1 D) showed 222

that they had higher amounts of ether PC in comparison with control cells (Fig 2 F), 223

suggesting that having increased baseline levels of EL can make cells resistant to 224

sphingolipid depletion. Note that there is no reciprocal effect. In other words, 225

hypersensitive hits from this group do not show decreased levels of EL in comparison with 226

control cells, which suggests that these cells are hypersensitive due to changes in other lipid 227

species. The lipid distribution of these sg-mediated KD can be seen in Fig S2.

228 229

Overall, these results show a co-regulation between the levels of EL and SL in mammalian 230

cells that can explain the genetic interaction seen in our myriocin screen. This prompted us 231

to investigate whether the response of cells to increased ether lipid levels upon 232

sphingolipid depletion was bidirectional. For that purpose, we used AGPS knock-down cells 233

and analyzed their lipidome to see if those cells, depleted of EL, showed changes in SL levels 234

(Fig 3 A-G). Indeed, under these conditions the total amount of Cer was increased around 235

20% driven by increases in a wide range (C16, C18, C22 and C24) of ceramide species (Fig 3 236

D), while hexosylceramide (HexCer) levels were unchanged (Fig 3 C). Moreover, even 237

though the total amount of SM and the levels of the major SM (SM C24:1) were not affected, 238

we found a decrease in a specific SM species, SM with a C18 n-acyl chain (Fig 3 E, F).

239 240

A unifying interpretation of these lipid changes suggested a possible role of EL in the early 241

secretory pathway. First, this specific SM (SM C18) has been shown to be important for an 242

efficient COPI-dependent retrograde transport from Golgi to the ER through specific 243

binding to p24 proteins [30], receptors for the export of GPI-AP in the anterograde pathway 244

[27]. Interestingly, we find some components of the p24 complex as hypersensitive in the 245

myriocin screen (TMED2, TMED10) (Fig 1 E) and cells lacking TMED2 show a decrease in the 246

levels of both EL and SM (Fig 3 H-J), which shows that the levels of these lipids respond to 247

defects in the secretory pathway. The decrease in EL levels upon TMED2 KD could be due 248

to a possible role for these proteins in peroxisomal function, as they have been described 249

to be present in peroxisomes in yeast cells [40]. Another possibility could be that the 250

accumulation of ether lipid-containing GPI-AP in the ER signals through a feedback loop to 251

decrease the synthesis of ether lipids. Either hypothesis predicts a close link between p24 252

protein function and lipid metabolism and warrant further investigation. Finally, the 253

perturbed Golgi structure upon TMED2 KD could be at the origin of the observed decrease 254

in SM (Fig S4).

255 256

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The specific effect on SM C18 upon ether lipid depletion is remarkable. It is possible that 257

changes in the levels of SM C18 could be used as an indicator of defects in COPI-dependent 258

retrograde transport and that, when retrograde transport is reduced, SM C18 is redirected 259

to the endosomal-lysosomal pathway. To test this, we attempted to rescue the decrease in 260

SM C18 levels in AGPS KD cells by knocking-down the acid sphingomyelinase (aSMase), 261

which is located in the lysosome (Fig 3G). Indeed, reducing aSMase, but not the neutral 262

sphingomyelinase, restored levels of SM C18.

263 264

It is also worth mentioning that lysolipids seem to be affected in all of the analysed 265

conditions. They increase both when SL are depleted, when TMED2 is inactivated, and they 266

are decreased when EL are depleted. Due to a previous report showing that lysolipids can 267

facilitate COPII vesicle formation [41], we believe their levels could respond to altered 268

kinetics of the secretory pathway, although the precise mechanism still needs to be 269

described in mammalian cells.

270 271

Similar effects of ceramide and ether lipids on membrane organization 272

The genetic interaction seen between EL and SL metabolism in the screening, and the 273

bidirectional co-regulation found in our lipidomics data between ceramide and ether PC, 274

indicated that even though these lipids are very different in terms of their chemical 275

structure, they might share functions in cell membranes that permit cells to adapt to the 276

lack of one of them by upregulating the other class. Indeed, one common function, 277

apparent from different kingdoms of life, is as part of the lipid anchor in GPI-AP; in yeast the 278

plasma membrane GPI-AP often have a ceramide-based anchor [42] while in mammalian 279

cells most have an ether lipid-based anchor [43]. Therefore, we speculated that SL and EL 280

could share functions in the secretory pathway and that their selection for this function 281

could be based on their physico-chemical properties and behavior in membranes 282

283

In order to investigate the functional interaction of SL and EL in mammalian cells, and to 284

understand why EL replaced Cer as the lipid moiety of GPI-AP during evolution, we 285

considered the possibility that EL and ceramides might share physico-chemical properties.

286

To investigate this, we used a simplified system and reconstituted bilayers composed of 287

ether PC or Cer in combination with 1-palmitoyl-2-oleoyl-glycero-3-phosphocholine 288

(POPC), that we used as a model “scaffold” for the ER membrane (Fig 4 A). To probe lipid 289

packing of these giant unilamellar vesicles (GUVs) we used a mechanosensitive membrane 290

probe (FLIPPER-TR®) recently described to measure membrane tension and lipid packing 291

[44, 45]. Both ether PC and Cer (at 5 mol % of Cer 24:1 where microscopic phase separation 292

was not detectable) showed similar behavior, decreasing the lifetime of the FLIPPER-TR®

293

probe when present in GUVs composed of POPC (Fig. 4 B). Ether PC alone showed an even 294

more marked decrease in the fluorescence lifetime of the probe. Interestingly, Cer had no 295

effect when present in GUVs composed of ether PC (Fig 4 B). This difference in behavior 296

could be explained by a differential interaction of Cer molecules with ether PC compared to 297

POPC, a hypothesis that is supported by a slight decrease in the amount of hydrogen bonds 298

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that ceramide forms with ether PC compared to POPC (Fig S2B). Thus, even though they are 299

not microscopically visible with this lipid composition, both Cer 24:1 and ether PC could 300

form nanoscopic packing defects in POPC membranes, and the lipid decompression in 301

those areas would be detected as a decrease in fluorescent lifetime of the probe due to a 302

deplanarization of the FLIPPER-TR® molecule [44]. As expected, even though they change 303

the lifetime in the same direction, the addition of 5% Cer24:1 induces a more drastic effect 304

on membrane structure than the addition of the same amount of ether PC to vesicles 305

composed of POPC (Fig S2A). This is probably pertinent to the in vivo situation because 306

ether PC is more abundant than Cer24:1.

307 308

These common physical properties are remarkable if one thinks about how different 309

these lipids are in their chemical structure, and shows how nature has developed 310

mechanisms to adapt and survive with defects in the synthesis of particular lipids. This 311

interpretation of lipid co-regulation to achieve specific properties/functions, is not only 312

applicable to particular cells or tissues, but should also be considered through 313

evolution, where different organisms have different lipid compositions even though 314

they often need to perform similar tasks. A high amount of lipid diversity should be an 315

evolutionary advantage in this respect.

316 317 318 319

Ether lipid depletion accelerates anterograde transport of GPI-anchored 320

proteins.

321 322

The common ability of ether PC and ceramide [46] to promote lateral segregation, which 323

can be inferred from these experiments with model membranes should have consequences 324

for membrane organization, enriching certain regions of the ER membrane with specific 325

lipid species that will help regulate protein function. When either ceramides or EL are 326

depleted from cells, the other lipid amount is adjusted to provide alternative lipids with a 327

similar behavior to carry out important physiological processes, such as membrane traffic 328

in the early secretory pathway. It is thus possible that adaptation of lipid composition is a 329

strategy the cells use to modulate the kinetics of export of proteins from the ER and that EL 330

and SL are at the center of this regulatory hub. In order to examine this, we took advantage 331

of the RUSH system (retention using selective hooks, a technique to synchronize ER export 332

of cargo proteins by addition of biotin [47]), to investigate the export of GPI-AP under 333

different conditions.

334 335

To monitor arrival of secreted proteins to the Golgi we used fluorescent microscopy and 336

quantified the GFP signal from a EGFP-GPI construct in the Golgi, which was segmented 337

from images of cells where the cis-Golgi was stained using an anti-GM130 antibody (Fig 5 338

A, B, S 3). Due to the heterogeneous behavior within the cell population, we used a high- 339

content automated microscope for image acquisition with which we can measure 340

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thousands of cells, which were then filtered to select those in which the fluorescent 341

intensities of the transfected cargo ranged between assigned values, in a consistent way 342

across different conditions (Fig S 3) (see Material and Methods). As a proof of concept, we 343

knocked-down p24 protein (TMED2) and we saw no export of GPI-AP even 10 minutes after 344

the addition of biotin (Fig 5 C-D), showing that TMED2 is required for ER exit of GPI-AP in 345

mammalian cells, which is consistent with the existing literature and with their function as 346

receptors of GPI-AP in yeast for incorporation in COPII carriers [27, 48, 49].

347 348

When we quantified the arrival of GPI-AP to the Golgi at different time points in SL-depleted 349

and EL-depleted cells we found that 10 minutes after biotin addition, the amount of GFP- 350

GPI localized at the Golgi was higher under those conditions when compared to control 351

cells (Fig 5 E, F), suggesting that these lipid changes caused an acceleration of the transport.

352

Moreover, this effect was cumulative if the cells were subjected to both conditions (SL and 353

EL depletion) at the same time, a situation under which cell viability is compromised (Fig 1 354

D, G). These experiments measuring ER to Golgi transport of GPI-AP suggest that one of the 355

molecular functions of EL in membranes could be to regulate the selective anterograde 356

transport of GPI-AP (Fig 5 E, F). They also show that regulation of the kinetics of GPI-AP 357

export from the ER is a conserved function of both SL and EL, although the fact that their 358

effects are additive shows that their functions are not completely redundant. In yeast, it has 359

been shown that GPI-AP, which are ceramide-based, leave the ER in distinct COPII vesicles 360

with a particular coat protein composition [50-52]. Similarly, we hypothesize that in 361

mammalian cells the presence of ether lipids as part of the GPI anchor and the selective 362

enrichment of ether PC at these sites, close to p24 proteins could also be a mechanism to 363

facilitate the specific recruitment of GPI-AP and probably separate them from other proteins 364

or lipids that either do not leave the ER, or that do it by carrier vesicles with different protein 365

and lipid composition. As shown above, EL have the ability to segregate from other lipids 366

as has been shown for ceramides.

367 368

Ether lipids are selectively enriched around the luminal side of the transmembrane 369

domain (TMD) of p24.

370 371

To examine a putative interaction between EL and the TMD of p24, which is one component 372

of our hypothesis, we performed molecular dynamics (MD) simulations following the 373

protocol previously used by Contreras et al. [30]. To do so, we tested the interactions of 374

ether PC with p24 TMD in systems containing mixtures of POPC and ether PC lipids (Fig 6A).

375

To identify whether p24 has a specific preference for EL, we first computed the 2D lateral 376

density of ether PC lipids from the average of 8 independent 1 µs-long MD simulations in 377

85:15 POPC:Ether PC lipid mixtures in the presence of p24 (Fig. 6B). Interestingly, the 378

enrichment-depletion map obtained from the 2D lateral density shows that EL are enriched 379

around the TM helix of p24, albeit only moderately (Fig. 6B).

380

To further quantify the preference of the TM domain of p24 for ether lipids, we explicitly 381

computed the enrichment-depletion index of EL [53] by analyzing lipid-protein contacts 382

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along the MD trajectory (Fig. 6C). In short, values above 1 indicate enrichment of the given 383

lipid species, while values below 1 indicate depletion. Our data show that when EL are 384

present at low concentration the observed enrichment is not statistically significant, and 385

that sphingolipids (SM C18) compete with EL for the binding to p24 (Fig. 6C). However, 386

increasing the concentration of EL in the bilayer, thus mimicking a condition that is more 387

likely to exist under physiological conditions due to the relative amounts of these two lipids 388

in cells, results in significant enrichment of EL around p24 (Fig. 6C). Of note, the low signal- 389

to-noise ratio is due to a huge replica-to-replica variability, even if the contact fractions 390

show convergence of lipid-protein contacts (Fig. S5). Taken together, these data suggest 391

that another possible common function of a particular sphingomyelin (C18 n-acyl chain) 392

and ether PC is that both seem to bind to and regulate the function of the p24 complex, 393

which is involved in bidirectional vesicular transport in the early secretory pathway [30].

394

Since the ether moiety of GPI-AP is embedded in the luminal side of the ER, we next 395

investigated whether EL interact differently with the luminal and the cytosolic part of the 396

TM domain of p24. Strikingly, analysis of the enrichment-depletion map (Fig. 6D) as well as 397

of the enrichment-depletion factors (Fig. 6E) show a more pronounced enrichment of EL 398

around the luminal part of p24. Our results, while consistent with the mechanism for SM 399

binding to p24 previously shown, where only one molecule of SM C18 interacts with the SL 400

binding domain of p24 at a given time, strongly suggest a different role for ether PC when 401

compared to SM C18. SM C18 binds to selected residues of the TMD of p24 in the cytosolic 402

leaflet of the membrane, while ether PC provides a more structural and scaffolding role 403

around the p24 TMD in the luminal leaflet of the membrane.

404

Our results support a model where different binding mechanisms could be compatible with 405

the proposed dual function of p24 proteins in the secretory pathway. EL would help to 406

organize the selective anterograde transport of GPI-AP, while SL would be required for 407

regulation of COPI-dependent retrograde transport back to the ER. Altogether, the 408

maintenance of the proper levels of these two lipid classes would help maintain the 409

homeostasis of the p24 complex trafficking cycle.

410 411 412

In summary, we have uncovered a genetic interaction and a metabolic co-regulation of EL 413

and SL that suggest common functions for these two lipid classes. In addition, we found 414

multiple lines of evidence pointing to a specific role of both lipid classes in controlling p24- 415

mediated transport in the early secretory pathway. First, knockdown of p24 proteins 416

(TMED2, TMED10) renders cells hypersensitive to SL depletion. Second, lipidomic analysis 417

of EL-deficient cells shows a concurrent decrease in SM C18 levels, which is known to 418

specifically regulate p24 ER-to-Golgi cycling. Third, high-content live-cell microscopy shows 419

that depletion of both SL and EL impact transport of GPI-AP between ER and Golgi. Finally, 420

MD simulations validate a molecular cross-talk between both lipid classes and p24 TMD.

421

Together, our data highlights a new role for lipids as direct regulators of intracellular 422

transport, and suggest that the lipid diversity found in eukaryotic cells exists in part to 423

ensure the homeostasis of the secretory pathway.

424

(12)

Evolutionary implications 425

The identification of new molecular functions of EL has important implications for the field 426

of membrane evolution. Our results confirm that even though major aspects of the 427

secretory pathway are conserved between yeast and human, some regulatory components 428

like lipids, and as a consequence, lipid-protein interactions, have been modified and have 429

undergone convergent evolution to meet the needs of each organism. EL are very 430

abundant lipids in mammalian cells although they seem to be absent from fungi and plants.

431

In yeast, Cer is used for the remodeling of the GPI anchor while EL have been selected to 432

perform this function in mammalian cells. We propose that the basis for this selection is 433

related to the shared physico-chemical aspects of these lipids and the effects they exert on 434

membranes. Our results show how the discovery of co-regulated lipids species across the 435

evolutionary tree can improve our understanding of their molecular functions.

436 437

ACKNOWLEDGEMENTS 438

439

NJR was supported by a Postdoctoral fellowship from the Basque Government. Manuel D.

440

Leonetti was supported by a HHMI fellowship from the Jane Coffin Childs Memorial Fund 441

for Medical Research. VZ and SV acknowledge support by the Swiss National Science 442

Foundation (grant #163966). This work was supported by grants from the Swiss National 443

Supercomputing Centre (CSCS) under project ID s726 and s842. HR is supported by the 444

Swiss National Science Foundation and the NCCR Chemical Biology (grants 183561, 184949, 445

185898). We thank Isabelle Riezman for technical support in mass spectrometry and Dimitri 446

Moreau and Stefania Vossio from the ACCESS Geneva High-content microscopy facility for 447

support in microscopy and data analysis.

448 449 450

AUTHOR INFORMATION 451

452

These authors contributed equally: Noemi Jiménez-Rojo and Manuel D. Leonetti.

453 454

Author contributions 455

456

NJR, MDL, HR and JSW designed the work. NJR performed most of the experiments with 457

input from HR, SV, MDL, AC and AR. MDL performed the CRISPRi screen. VZ and SV 458

performed and analyzed the MD simulations. AC and AR performed and/or assisted with 459

the biophysical experiments. NRI assisted with the first RUSH measurements. SM provided 460

the FLIPPER-TR®. SF synthesized the ether PC. NJR and HR wrote the manuscript with input 461

from co-authors.

462 463

ETHICS DECLARATIONS 464

465

(13)

Competing interests 466

The authors declare no competing interests.

467 468 469 470 471 472 473 474

(14)

475 476 477 478

(15)

479

Figure 1. A genetic screen in sphingolipid-depleted cells highlights lipid co-dependencies and 480

uncovers a major role for sphingolipids in intracellular transport.

481

(A) Schematic of myriocin sensitivity CRISPRi screen in K562 cells. (B) Volcano plot showing gene 482

phenotype on the X-axis and logP value on the Y-axis. Each dot is an individual gene (blue). Negative 483

control phenotypes reconstructed from non-targeting sgRNAs are shown in yellow. (C) Hits that include 484

genes involved in sterol metabolism. (D) Hits involved in membrane lipid metabolism. (E) Hits involved 485

in intracellular transport including those involved in the early secretory pathway and clathrin mediated 486

trafficking. (F) Pathway analysis of CRISPRi screen. Gene lists from hyper-sensitive or resistant 487

myriocin hits were subjected to gene ontology analysis (pathway annotations from Reactome version 488

65). Enrichment scores (-log P value of enrichment) were calculated with PANTHER using the whole 489

human genome as reference set. Shown are pathways with enrichment P value < 10-5. (G) Myriocin 490

dose-response curves showing K562 cell survival in the absence (control) or presence of 1 µM 491

simvastatin after 3 days of treatment in de-lipidated media. Each point represents average ± standard 492

deviation from 3 independent measurements (some error bars are smaller than symbols). Sigmoid fits 493

(solid lines) with IC50 = 16 nM are shown. (H)Myriocin sensitivity of CRISPRi K562 dCas9-Krab lines.

494

Growth curves are shown for parental line (no sgRNA, “control”), SACM1L knock-down (aSAC1) and 495

PI4K2B knock-down (aPI4K2B). Note that cell count (y-axis) is shown on a log2 scale. Open symbols:

496

growth upon 3-day treatment with 1µM myriocin, followed by 3 days of recovery. Full symbols: un- 497

treated controls (DMSO). SACM1L knock-down protects from the growth impact of myriocin, while 498

PI4K2B knock-down accentuates its effect. Shown are average and standard deviation from 3 499

independent replicate experiments. (I) Myriocin sensitivity of ether lipid-depleted Hela CRISPRi cell 500

lines using the colorimetric MTT assay. Data were normalized to control for each condition (vehicle).

501

Each data point represents the average absorbance in one well.

502 503 504 505 506 507 508 509 510 511

(16)

512 513 514 515

Figure 2. Systematic lipidomic analysis reveals a metabolic co-regulation of sphingolipids and 516

ether lipids.

517

(A) Lipid changes in K562 cells after 3-day inhibition of sphingolipid synthesis with 1 µM myriocin. Log 518

2 of the fold change compared to control cells in the X-axis and the -log P value in the Y-axis (n=3). (B) 519

Relative sphingolipid species amount over the total of lipids detected (n=3). Cer: total ceramide; HxCer:

520

total hexacylceramide; SM: total sphingomyelin. (C) Relative ether phosphatidylcholine (PC) levels 521

(n=3). (D) Decrease in ceramide levels upon myriocin treatment in different cell lines (n=3). (E) Increase 522

in ether PC levels upon myriocin treatment in different cell lines (n=3). (F) Relative ether PC levels in 523

myriocin-resistant cell lines before and after treatment (n=3).

524

Each condition represents the mean of 3 independent measurements of approximately 2 million cells.

525

Statistical analysis was performed by unpaired two-tailed Student’s t-test.

526 527 528 529 530 531

(17)

532

Figure 3. Lipidomic analysis of ether lipid-deficient cells confirms the crosstalk between 533

sphingolipids and ether lipids.

534

(A) Lipid changes in ether lipid-deficient Hela cells where alkyldihydroxyacetonephosphate synthase 535

(AGPS) has been knocked-down using CRISPRi. Log 2 of the fold change compared to control cells in 536

the X-axis and the -log P value in the Y-axis. (B) Relative ether PC levels over the total of lipids detected 537

(n=3). (C) Relative ceramide and hexosylceramide levels over the total of lipids detected. Cer: total 538

ceramide(n=5). HexCer: total hexosylcermide(n=5). (D) Relative SM 24:1 levels over the total of lipids 539

detected (n=5). e, Relative SM C18 levels over the total of lipids detected (n=5). (F) Ceramide profile 540

of ether lipid-depleted cells (n=3). (G) Relative SM C18 levels in ether lipid-deficient cells are rescued 541

by the knockdown of the lysosome-localised acid sphingomyelinase (aSMase, SMPD1) but not by the 542

neutral sphingomyelinase (nSMase, SMPD3). Cells were transfected with siRNA for 3 days and then 543

analysed by tandem mass spectrometry. (H) Lipid changes in p24 (TMED2) knock-down Hela cells.

544

Log 2 of the fold change compared to control cells in the X-axis and the -log P value in the Y-axis. (I) 545

Relative ether PC levels in p24 (TMED2) knocked-down cells (n=3). (J) Relative SM levels in p24 546

(TMED2) knocked-down cells (n=3).

547

(18)

548 549 550

Figure 4. Similar effects of ceramide and ether lipids on membrane organization.

551

(A) Upper panel: schematic representation of GPI-AP structure in yeast (ceramide based anchor) and 552

in mammalian cells (ether lipid based anchor). Lower panel: structure of the lipids used for this study.

553

POPC, 1-palmitoyl-2-oleoyl-glycero-3-phosphocholine; Cer 24:1, N-nervonoyl-D-erythro-sphingosine;

554

Ether PC, 1-O-hexadecyl-2-oleoyl-sn-glycero-3-phosphocholine. (B) Fluorescence lifetime values 555

of the FLIPPER-TR® probe as a function of lipid composition in giant unilamellar vesicles. GUVs were 556

composed of either POPC or ether PC and binary mixtures of POPC + 5% ceramide 24:1 and ether PC 557

+ 5% ceramide 24:1 as well as an equimolar mixture of POPC and ether PC.

558 559 560 561

(19)

Figure 5. Ether lipid depletion accelerates anterograde transport of GPI-anchored proteins.

562

(A) Representative images of the RUSH assay in control cells (0, 5, 10, 15, 30 and 45 minutes after 563

release) and p24 knock-down cells (10 minutes after release). The transfected cargo (EGFP-GPI) is 564

released from the ER upon biotin addition and transported to the Golgi apparatus. Scale bars, 20 µm.

565

(B) Representative quantification of the RUSH assay in control cells 45 minutes after biotin addition.

566

(C) Kinetics of the export of GPI-anchored proteins upon TMED2 knock-down 10 minutes after biotin 567

addition. (D) Quantification of the fluorescent intensity of the transfected cargo in the Golgi 10 minutes 568

after biotin addition (control n= 540 cells; TMED2 knock-down n= 1555 cells).

569

(E) Kinetics of the export of GPI-anchored proteins when cells were treated with myriocin or/and when 570

AGPS was knocked-down. (F) Quantification of the fluorescent intensity of the transfected cargo in the 571

Golgi 10 minutes after biotin addition (control: n=2198 cells; myriocin: n=1984 cells; sgAGPS: n=2441;

572

sgAGPS + myriocin: n=1398).

573

(20)

574 575

Figure 6. Ether PC interacts with the luminal leaflet of p24 TMD.

576

(A) Snapshot from MD simulations of p24 TMD (cyan) in a POPC (gray) and EtherPC (black) bilayer.

577

The cartoons indicate the membrane region considered for analysis. (B) Depletion-Enrichment map of 578

EtherPC in both cytosolic and luminal leaflet in POPC:EtherPC 85:15 bilayers. The map is obtained as 579

average over 8 replicas. (C) Depletion-Enrichment (D-E) factor for EtherPC in both cytosolic and luminal 580

leaflets in different systems. (D) Depletion-Enrichment map of EtherPC in the luminal leaflet in 581

POPC:EtherPC 85:15 bilayers. The map is obtained as average over 8 replicas. (E) Depletion- 582

Enrichment (D-E) factor for EtherPC in the luminal leaflet in different systems.

583 584 585 586

MATERIALS AND METHODS 587

588

Cell lines, culture conditions, reagents and antibodies 589

K562 cells were purchased from ATCC (ATCC® HTB-56) and cultured as shown in the section 590

regarding the CRISPRi screen. HeLa (Kyoto) cells were a gift from Anthony Hyman group 591

(MPI-CBG) and were cultured at 37oC and 5 % CO2 in Dulbecco’s Modified Eagle Medium 592

(Cat# 31966047, DMEM, GIBCOTM) with 4.5 g/L glucose, supplemented with 10 % delipidated 593

fetal calf serum (FCS, Hyclone) and 1 % Pen/Strep (Cat# 10378016, GIBCOTM). BV2 cells were 594

provided by Prof. Thierry Soldati (University of Geneva) and Calu-6 cells were purchased 595

from ATCC (ATCC® HTB-56). Both cell lines were cultured in the same conditions as Hela 596

cells. The number of cells was determined using a Countess II FL Automated Cell Counter 597

and Countess™ Cell Counting Chamber Slides which include the trypan blue solution 598

(Thermo Fisher Scientific). Transfections with siRNAs were performed using Lipofectamine 599

RNAiMax (Cat# 13778075, Thermo Fisher Scientific) using the supplier’s instructions, for 3 600

days, if other conditions are not specified. The siRNA solutions were diluted using Opti- 601

MEM® (Cat# 31985047). The siRNAs used in this work were: siPOOL-TMED2 (Gene ID: 10959), 602

siPOOL-SMPD1 (Gene ID: 6609), siPOOL-SMPD3 (Gene ID: 55512), and siPOOL non-coding 603

(21)

(nc) siRNA (siTOOLs BIOTECH, Planegg, Germany). TransIT-X2® Dynamic Delivery System 604

(Mirus Bio) was used to transfect plasmid DNA. Str-KDEL_SBP-EGFP-GPI construct was a gift 605

from Franck Perez (Addgene plasmid #65294).

606

Serum de-lipidation. Serum de-lipidation was achieved using lipid removal adsorbent 607

(LRA, MilliporeSigma #13358-U). 500mL of fetal bovine serum (FBS, HyClone GE Life 608

Sciences) was incubated overnight with 25g LRA resin under constant rotation at 4C. Resin 609

particles were then decanted by centrifugation (first spin for 5min at 2,000xg for bulk 610

removal, second spin at 27,000xg for fine particle removal). FBS pH was adjusted to 7.4 with 611

NaOH and filter-sterilized using a 0.2µm membrane.

612

Antibodies 613

Purified mouse anti GM130 (Cat# 610822, BD Biosciences). Alexa Fluor® 647-AffiniPure 614

Donkey Anti-Mouse IgG (H+L) (Cat# 715-605-150, Jackson ImmunoResearch).

615

MTT assay 616

The MTT(3-[4,5-dimethylthiazol-2-yl]-2,5- diphenyltetrazolium bromide; thiazolyl blue) 617

(Cat# M6494, Thermo Fisher Scientific) assays were performed in 96-well black/clear bottom 618

plates (FALCON®, Corning). MTT was dissolved in Dulbecco’s Modified Eagle Medium 619

without phenol red to a 5 mg/ml stock solution, added to each well to be one-tenth the 620

original culture volume and incubated for 3 to 4 hr. At the end of the incubation period the 621

medium was removed and the dye was solubilized with DMSO : isopropanol (1:1).

622

Absorbance of converted dye is measured at a wavelength of 570 nm with background 623

subtraction at 630–690 nm.

624

CRISPRi screen. Screens were performed in K562 cells stably expressing a constitutive 625

SFFV-dCas9-BFP-KRAB CRISPRi transcriptional repression construct using lentiviral 626

transduction [54] (Addgene plasmid # 46911). K562 CRISPRi cells were grown in RPMI 1640 627

Hepes medium supplemented with 10% lipid-depleted FBS and transduced with a genome- 628

wide sgRNA library targeting the transcriptional start site of ~16,000 protein-coding genes 629

as well as 1,000 negative control scrambled sgRNA sequences as in [32](Addgene pooled 630

library # 62217). Each protein-coding gene was targeted by a minimum of 10 unique sgRNA 631

sequences to ensure statistical power, and cell culture was scaled to ensure a minimum 632

representation of 1,000 cells per unique sgRNA at all times. sgRNA-expressing cells were 633

puromycin-selected as in [32], a “time zero” sample was isolated and the cell pool was 634

subsequently split into two parallel 1-liter cultures in spinner flasks under constant 635

agitation. One culture was treated with 1µM myriocin (MilliporeSigma #M1177, 636

resuspended a 1mM in DMSO) while a control culture was treated with DMSO. Sphingolipid 637

depletion was insured by myriocin treatment for 6 days, followed by 6 days of recovery in 638

drug-free media. Cells from both cultures were then harvested for bulk genomic DNA 639

extraction, and the sgRNA-encoding regions were then amplified by PCR and sequenced on 640

an Illumina HiSeq-2500 as in [32]. Myriocin-specific phenotypes (ρ) were quantified by 641

comparing the frequency of cells harboring a given sgRNA sequence between the treated 642

and un-treated cultures, while growth phenotypes (γ) were quantified by comparing, within 643

each cultures, sgRNA frequencies between the final cell pools and the “time zero” sample 644

[32, 33]. Bioinformatic analysis was performed as in [55] using publicly available Python 645

(22)

scripts (https://github.com/mhorlbeck/ScreenProcessing). Briefly, hit genes were scored 646

based on the average phenotype of the 3 strongest sgRNAs (by absolute value) targeting 647

their TSS using a Mann-Whitney test against the non-targeting control set. For each gene, 648

the myriocin-specific gene phenotype representing resistance to treatment (ρ) was 649

calculated as described in [33], and forms the basis of our analysis. Both growth (γ) and 650

myriocin-specific (ρ) phenotypes for each genes are included in the Supplementary table 1.

651

Gene ontology analysis. Analysis was performed using PANTHER (http://pantherdb.org) 652

[56] and pathway annotations from Reactome v65 [57].

653 654

Lipids 655

All the lipids purchased for this study were from Avanti Polar Lipids, Inc. (Alabaster, AL): Cer 656

24:1 (Cat# 860525), POPC (Cat# 850457). Myriocin from Mircelia Sterilia was purchased from 657

Sigma-Aldrich-Fluka (Cat# M1177).

658

Synthesis of ether PC 659

To a solution of Lyso-PAF C16 (10.9 mg, 0.023 mmol) in chloroform (1.0 mL), oleoyl chloride 660

(30 μL), DMAP (cat. amount), and DIPEA (40 μL) was added. The reaction mixture was stirred 661

at 55 °C for 2 hours. The crude product was directly purified by flash chromatograph (SiO2, 662

first MeOH/DCM (1/10), then MeOH/DCM/H2O (2/1/0.1, v/v)) to yield the product as a solid 663

(13.5 mg, yield: 77 %). The reaction and purification were monitored by thin layer 664

chromatograph (TLC) using phosphomolybdic acid (PMA) staining.

665 666

667 668

Lipid extraction.

669

For lipidomics experiments 3x105 cells were seeded in 6 cm dishes and harvested after 3 670

days of culture in delipidated medium. Lipid extraction was performed using a modified 671

methyl tert-butyl ether (MTBE) protocol [58]. Cells were first washed with cold PBS and 672

scraped off in 500 µl cold PBS on ice. The suspension was transferred to a 2 ml Eppendorf 673

tube and spin down at 3200 rpm for 5 minutes at 4oC. After removing the PBS, samples were 674

stored at -20oC or directly used for further extraction. Then, 360 μl methanol was added and 675

vortexed. A mixture of lipid standards (see Key Resources Table) was added and the cells 676

were vortexed for 10 minutes at 4ºC using a Cell Disruptor Genie (Scientific Industries, Inc).

677

MTBE (1.2 mL) was then added and the samples were incubated for one hour at room 678

temperature with shaking (750 rpm). Phase separation was induced by adding 200 μl H2O.

679

After 10 min of incubation at RT, the sample was centrifuged at 1000 x g for 10 min (RT). The 680

upper (organic) phase was transferred in a 13 mm screw cap glass tube and the lower phase 681

was extracted with 400 μl artificial upper phase (MTBE/methanol/water (10:3:1.5, v/v)). The 682

two upper phases were combined and the total lipid extract was divided in 3 equal aliquots 683

(one for phospholipids (TL), one for sterols (S) in 2 mL amber vials and one for SL [59] in a 684

(23)

13 mm glass tube) and dried in a Centrivap at 50°C or under a nitrogen flow. The SL aliquot 685

was deacylated to eliminate phospholipids by methylamine treatment (Clarke method).

686

0.5 mL monomethylamine reagent (MeOH/H2O/n-butanol/Methylamine solution 687

(4:3:1:5 v/v) was added to the dried lipid, followed by sonication (5 min). Samples were then 688

mixed and incubated for one hour at 53°C and dried (as above). The monomethylamine 689

treated lipids were desalted by n-butanol extraction. 300 μl H2O saturated n-butanol was 690

added to the dried lipids. The sample was vortexed, sonicated for 5 min and 150 μl MS grade 691

water was added. The mixture was vortexed thoroughly and centrifuged at 3200 x g for 692

10 min. The upper phase was transferred in a 2 mL amber vial. The lower phase was 693

extracted twice more with 300 μl H2O saturated n-butanol and the upper phases were 694

combined and dried (as above).

695 696 697 698

Glycerophospholipid and Sphingolipid Detection on a Triple Quadrupole TSQ 699

Vantage (ThermoFischer Scientific).

700

TL and SL aliquots were resuspended in 250 μl Chloroform/methanol (1:1 v/v) (LC-MS/HPLC 701

GRADE) and sonicated for 5 minutes. The samples were pipetted in a 96 well plate (final 702

volume = 100 μl). The TL were diluted 1:4 in negative mode solvent (Chloroform/Methanol 703

(1:2) + 5mM Ammonium acetate) and 1:10 in positive mode solvent 704

(Chloroform/Methanol/Water (2:7:1 v/v) + 5mM Ammonium Acetate). The SL were diluted 705

1:10 in positive mode solvent and infused onto the mass spectrometer. Tandem mass 706

spectrometry for the identification and quantification of lipid molecular species was 707

performed using Multiple Reaction Monitoring (MRM) with a TSQ Vantage Triple Stage 708

Quadrupole Mass Spectrometer (Thermo Fisher Scientific) equipped with a robotic 709

nanoflow ion source, Nanomate HD (Advion Biosciences, Ithaca, NY). The collision energy 710

was optimized for each lipid class. The detection conditions for each lipid class are listed 711

below. Ceramide species were also quantified with a loss of water in the first quadrupole.

712

Each biological replicate was read in 2 technical replicates (TR). Each TR comprised 3 713

measurements for each transition. Lipid concentrations were calculated relative to the 714

relevant internal standards and then normalized to the total lipid content of each lipid 715

extract (mol%).

716 717

Table 1: Detection of Lipids by MS/MS (Related to Lipidome Analyses) 718

719

Lipid Class Standard Polari

ty Mode m/z ion Collision

Energy Phosphatidylcholine [M+H]+ DLPC + Product ion 184.07 30 Phosphatidylethanolamine

[M+H]+ PE31:1 + Neutral ion loss 141.02 20

Phosphatidylinositol [M-H]- PI31:1 - Product ion 241.01 44 Phosphatidyserine [M-H]- PS31:1 - Neutral ion loss 87.03 23 Cardiolipin [M-2H]2- CL56:0 - Product ion acyl chain 32

(24)

720

Automated fluorescence light microscopy 721

For the high content microscopy experiments we used black 96-well imaging plates (cat#

722

89626, Ibidi). 3000 cells were seeded per well in media containing either the vehicle 723

(MetOH) or 1.5 µM myriocin from a 5 mM stock solution. A reverse transfection has been 724

performed for each siRNA experiment, using lipofectamine RNAimax following 725

manufacturer instructions. After 48 hours of incubation, DNA transfection with Str- 726

KDEL_SBP-EGFP-GPI construct was performed for another 24 hours. Briefly, the medium 727

from each well was replaced with 120 µL of fresh media added to a 30 µL DNA solution 728

previously diluted in Opti-MEM and mixed with TransIT-X2® Dynamic Delivery System 729

reagent in a 3:1 TransIT-X2 (µL): DNA (µg) ratio.

730

Retention using selective hooks (RUSH) 731

Before the experiment was performed, a solution of biotin was prepared in media at a 732

concentration of 120 µM (40 µM final concentration in each well). Media was replaced in 733

each well by 100 µL of fresh media and the cells were kept in the incubator for at least 30 734

minutes before the experiment. To start the release of the transfected fluorescent cargo, 50 735

µL of the biotin solution were added at different time points (45, 30, 15, 10, and 5 minutes).

736

After 45 minutes the plate was fixed using 4% PFA solution and washed using an automated 737

plate washer (BioTek EL406). Cells were then stained as follows: step 1: monoclonal 738

antibody against GM130, 1/500, saponin 0.05%, BSA 1%, in PBS, incubation for 1 h and, step 739

2: Hoechst 33342 Solution (20 mM) (1/5000), Cy5-labelled secondary antibody against 740

mouse IgG, 1/500, incubation for 30 min. Image acquisition was performed immediately 741

after staining using a ImageXpress® Micro Confocal High-Content Imaging System 742

(Molecular devices) with the 40× objective. 36 images were captured per well. For image 743

analysis, we used the MetaXpress Custom Module editor software to first segment the 744

image and generate relevant masks (Fig S3). In the first step, individual cells were identified 745

using the staining of the nuclei (Hoechst channel). Next, the Golgi was segmented from the 746

images using the signal coming from the anti-GM130 antibody (Cy5 channel, Fig S3).

747

Properly transfected cells were then selected using those ones with a fluorescence intensity 748

of the cargo (EGFP-GPI) ranging between two specific values, identical through all 749

conditions. Finally, the masks were applied to the original fluorescent images, and different 750

measurements were obtained per cell (e.g. integrated intensity, average intensity and 751

object count). The average intensity value of the fluorescent cargo in the Golgi is used to 752

represent the data. The same imaging and analysis pipelines were applied to all images.

753

Data analysis was with Prism Graph Pad 8.0.

754

Giant unilamellar vesicle (GUV) formation and imaging.

755

Ceramide C17Cer + Product ion 264.34 25

Dihydroceramide C17DHCer + Product ion 266.40 25

Hexacylceramide C8GC + Product ion 264.34 30

Hexacyldihydroceramide C8GC + Product ion 266.40 30

Sphingomyelin C12SM + Product ion 184.07 26

(25)

Giant unilamellar vesicles (GUVs) were prepared by the agarose method [60]. Stock lipid 756

solutions (2 mg/ml total lipid) were prepared in chloroform: methanol (2:1, v/v) and spread 757

on ultra low gelling agarose (Sigma-Aldrich # A2576) (1%)-coated glass slides. First, the 758

glass slides were dipped in the agarose solution and dried by keeping the slides for 2 h at 759

30oC or overnight at room temperature. Then the lipid mixtures were spread onto the 760

agarose-coated slides. For GUV formation, a solution of 280mM sucrose was added to each 761

slide and the chambers were placed at the desired temperature, always above the transition 762

temperature of the lipid mixtures. For the confocal microscopy: a home-made chamber was 763

used that allows direct GUV visualization under the microscope [61, 62].

764

Fluorescence lifetime measurements 765

FLIM imaging was performed using a Nikon Eclipse Ti A1R microscope equipped with a 766

Time Correlated Single-Photon Counting module from PicoQuant as previously published 767

[63, 64]. Excitation was performed using a pulsed 485nm laser (PicoQuant, LDH-D-C-485) 768

operating at 20 MHz, and emission signal was collected through a bandpass 600/50nm filter 769

using a gated PMA hybrid 40 detector and a TimeHarp 260 PICO board (PicoQuant).

770

SymPhoTime 64 software (PicoQuant) was then used to fit fluorescence decay data (from 771

full images or regions of interest) to a dual exponential model after deconvolution for the 772

instrument response function (measured using the backscattered emission light of a 1μM 773

fluorescein solution with 4M KI). Data was expressed as means ± standard deviation of the 774

mean. The full width at half-maximum (FWHM) response of the instrument was measured 775

at 176 ps.

776

Molecular dynamics simulations 777

Molecular dynamics simulations were run with the GROMACS [65] software using the 778

CHARMM36 force field [66, 67]. The coordinates of p24 TMD were used as described in [30].

779

The CHARMM GUI Membrane Builder [68-70] was used to build systems containing p24 780

already inserted in the bilayer, with 122 lipids, 50 water/molecules per lipid and ion 781

concentration of 150 mmol/L. The same approach was used to build pure lipid bilayers, with 782

100 lipids per leaflet and 70 water molecules per lipid. For the systems containing ether PC, 783

as this lipid is not natively present in CHARMM-GUI, lipid bilayers containing SOPC were 784

built and then atom types were modified with an in-house script for conversion to ether PC.

785

The force field parameters for ether PC are provided in Supplementary Material.

786

The simulations containing p24 were equilibrated using the CHARMM GUI procedure that 787

involves minimization followed by steps in which positional restraints for lipid head groups 788

and protein backbone are gradually lowered and removed. The systems were minimized 789

using a steepest descent algorithm until reaching a force smaller than 1000 kJ mol-1 nm-1. A 790

175000-step equilibration with a time step increasing from 0.001 to 0.002 ps was run, 791

followed by a 1000 ns production, with a time step of 0.002 ps. In both equilibration and 792

production, pressure was controlled by a Parrinello-Rahman barostat [71] and average 793

pressure was 1 atm, coupled every 5 ps. During equilibration, a Berendsen thermostat [72]

794

was used, while during production temperature was controlled via a Nosé-Hoover 795

thermostat [73], coupled every 1 ps and the target temperature was 310K during the entire 796

run. The lateral xy dimensions were coupled, while the z dimension was allowed to fluctuate 797

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To identify SNPs and candidate genes associated with natural variation in lipid and diterpene contents in Arabica beans, we performed GWAS using four methods:

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Fig. 3 a) GC-PO diagram in Dynamic Bypass Mode in which the humidified pruified air from the D2000 is sent to the pedestal generator and then to a carbon filter to remove any

Two years after breast augmentation, 16 women (89%) judged their breast sensation to be normal, but objective assessment showed that mean pressure and vibration sensation